SPRING: Studying Papers and Reasoning to play Games
Authors: Yue Wu
So Yeon Min
Shrimai Prabhumoye
Yonatan Bisk
Ruslan Salakhutdinov
Amos Azaria
Tom Mitchell
Yuanzhi Li
Venue: NeurIPS 2023 poster (2023)
Keywords: Games
Instruction Manual
Crafter
Open-world games
Large Language Models
Language Models
Zero-shot
In-context prompting
TL;DR: GPT4 out-performs RL agents on an open-world survival game by studying LaTeX source code of the academic paper about the game

Abstract: Open-world survival games pose significant challenges for AI algorithms due to their multi-tasking, deep exploration, and goal prioritization requirements. Despite reinforcement learning (RL) being popular for solving games, its high sample complexity limits its effectiveness in complex open-world games like Crafter or Minecraft. We propose a novel approach, SPRING, to read Crafter's original academic paper and use the knowledge learned to reason and play the game through a large language model (LLM).
Prompted with the LaTeX source as game context and a description of the agent's current observation, our SPRING framework employs a directed acyclic graph (DAG) with game-related questions as nodes and dependencies as edges. We identify the optimal action to take in the environment by traversing the DAG and calculating LLM responses for each node in topological order, with the LLM's answer to final node directly translating to environment actions.
In our experiments, we study the quality of in-context "reasoning" induced by different forms of prompts under the setting of the Crafter environment. Our experiments suggest that LLMs, when prompted with consistent chain-of-thought, have great potential in completing sophisticated high-level trajectories. Quantitatively, SPRING with GPT-4 outperforms all state-of-the-art RL baselines, trained for 1M steps, without any training. 
Finally, we show the potential of Crafter as a test bed for LLMs. Code at github.com/holmeswww/SPRING

SPRING: Studying the Paper and Reasoning to Play Games
Yue Wu : Shrimai Prabhumoye', So Yeon Min',
Yonatan Bisk', Ruslan Salakhutdinor',
Amos Azaria², Tom Mitchell', Yuanzhi Li CCrneeie Mellon University, "NVIDIA, *Ariel University, 'Microsoft Research
Abstract
Open-world survival games pose significant challenges for Al algorithms due to their multi-tasking, deep exploration, and goal prioritization requirements. De- spite reinforcement learning (RL) being popular for solving games, its high sam- ple complexity limits its effectiveness in complex open- world games like Crafter or Minecraft. We propose a novel approach, SPRING, to read Crafter's origi- nal academic paper and use the knowledge learned to reason and play the game through large language model (LLM). Prompted with the ISTEX source as game context and description of the agent's current observation, work employs a directed acyclic graph (DAG) with game-related questions as nodes and dependencies as edges. We identify the optimal action take in the environment by traversing the DAG and calculating LLM responses for each node topological order, with the LLM's answer final node directly translating environment actions. In our experiments, we study the quality of in-context "rea- soning" induced by difffrrent forms of prompts under the setting the Crafter en- vironment. Our experiments suggest that LLMs, when prompted with consistent chain-of-thourd -f-thughtt, have great potential completing sophisticated high-level tra- jectories. Quantitatively, SPRING with GPT- outperforms all state-of oftee-ofthh-arr RL baselines, trained for 1M steps, without any training. Finally, we show the poten- tial of Crafter as test bed for LLMs. Code at guthub.com/h/mmeswwwsstet
SPRING frame-
Introduction
Open-world survival games like Minecraft (Pan all. 2022) and Crafter (Hainer. 20240) pose signif- icant challenges for Al algorithms due to combination of factors: procedural generation requires strong generalization; diverse action space requires multi-task capabilities; technology tree requires long-term planning and deep exploration; diverse and conficcting objectives requires goal prioritiza- tion. particular, Crafter is designed for efficient simulation and fast iteration. Similar to Minecraft, Crafter features key challenges such multi-tasking, exploration with a deep and wide tech-tree, requiring the agent to craft multiple tools and interact with multiple objects to survive in the game.
Reinforeement learning (RL) has been the go-to approach for game-based problems. with numerous successes in games like Go (Silver et al 2012), robotics (Fu-etal. 2021: Hafner all 2123) and various video games (Vınyals et al,, 2019; Schnttwieser et all. 2020: Badia et all, 2020: Hainer et all 2023). While RL. demonstrated impressive performance, it still suffers from certain limitations, such as high sample complexity and difficulty in incorporating prior knowledge. Such drawbacks make it exceptionally challenging to apply RL to diverse and complex open- world benchmarks like Crafter (Hatned (Q2I) Minecraft eLan all RD22).. Addressing the benefits and drawbacks of RL therefore crucial for achieving a sample-efficient solution.
Work done during internship at Microsoft. For correspondence, contact ywu5 wwuS@andrew.cmu.eeu
37th Conference on Neural Information Processing Systems (NcurIPS 2023).

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information helpfel game
1x.
Collect reaturces such wood. soons, and iro to
Duild shei
monste
night
Use tock ceapans to defend yourself aganet
AfD R2
Duild bridgs cross lakes and rivers Dig tuene to su prise mon star outtonent
9
L
sxpl
cerend them
eceure steady focd supply
Eat Con't restore
Place a Plane to egg for bealth
Visual Descriptor
M
10 Makic Wood Pickawo to co Stoni,
12 Matea Stroe Packoam lect Iron.
13. Mate Stone Sword to dellat Staletoro.
16 Collect fron muke
Collect
Pickens and Sward
DAG
17. Make Iron Picksse collect ano
M
Staletons.
12. Colledt Dimmnd to prog wes farther.
Unlock edfaovmments recaiver remunds. Upp
Map to clasest action
Figure I: Overview of SPRING, The context string, shown in the middle column, is obtained by parsing the 15TEX source code of Hainer (202T). The LLM-based agent then takes input from visual game descriptor and the context string. The agent uses questions composed into DAG for chain-of-thought reasoning, and the last node of the DAG is parsed into action.
On the other hand, large language models (LLMs) (Brown all лلΑЛ Smuth al 2022; Chowd
hery et all 2022) have shown remarkable success when prompted for various tasks, including em- bodied planning and acting (Ahn et all 2022: Du et all 2023; Wang all 2023; Shinn et all, 2023)
QA or dialogue (Ouyang et all 2002: Bubeck et all 2023), and general problem-solving (Grown atall 2020; BBubeck et all, 2023) Their unique planning (Ahn et all 2022), reasoning (Shinn et all (Bubeck et all 2023: Madaan et all 2023) ability makes them promis-
2022)), and problem-sol ing candidate for incorporating prior knowledge and in-context reasoning for game-based problems, particularly when it comes to addressing the aforementioned limitations of RL.
Hence, in this work, we study the possibility and reliability of LLMs for understanding and reason- ing with human knowledge, in the setting of games. We consider a two staged approach SPRING (Figure W: (1) studying the paper: the first stage reads the LTTX of the paper of (Hafnei 202A and (2) reasoning: the second stage involves reasoning about that knowledge through a QA framework to take environment action. Note that the Crafter environment tion date of GPT-3.5 and GPT (OpenAT, 2022) models the environment is unseen to them. We first use LLM to extract prior knowledge from the 18TEX source code of the original paper by Hatner (202I). We then use similar QA summarization framework as al (2023) which produces QA dialogue on game mechanics. SPRING handles significantly more diverse contextual information than (Wi et all, 2023), making use of all 17 action/interaction types and even information about desirable behaviors documented in the paper.
released after the data collec-
We focus on reading the relevant academic paper in the first stage of SPRING, by first deciding the paragraphs that are relevant for playing the game. Then extract key information through a series of questions such as "Write all information helpful for the game in a numbered list." In the second stage,we promote and regulate in-context chain-of-thought reasoning in LLMs to solve complex games. The reasoning module a directed acyclic graph (DAG), with questions as nodes and dependencies edges. For example, the question "For each action, are the requirements met?" depends on the question "Whal are the top 5 actions?", creating an edge from the latter to the former. For each environment step, traverse the DAG computing LLM answers for each node in the topological order of the graph. The final node of the DAG is a question about the best action to take and the LLM answer for the question is directly translated environment action.
Qualitatively, our experiments show that LLMs, when prompted with consistent chain-of-thought, can execute sophisticated trajectories independently in Crafter (Hatnen, 202D). Quantitatively, SPRING's zero-shot performance with GPT-4 surpassing all state-of-the-art RL algorithmstrained for 1M steps (Table 2)
Our contributions are as follows:
SPRING is the first to tackle a competitive RI. benchmark by explicitly extracting multiple interactions and tech-tree dependencies directly from academic paper.
FGPT-3.5/4 training data ends in September 2021 according OpenAl API

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We are the first to show SOTA performance in a challenging open world game with a zero-
shot LLM-based (GPT-4) policy
We study the quality of in-context reasoning induced by different prompts and propose
controlled chain-of-thougle prompting through a DAG of questions for decision making.
2
Method
This section is structured as follows. We first describe how we generate the context from the 1gTμ source code of Hained (202T) in Section A.T. Then we describe our SPRING framework and how we compute the action in Section 2.2
Problem Setting Our goal is to show that LLMs can plan and act reasonably well in an environ- ment where control tasks are less required. In the setting of Crafter, define the states, 8, as samples from state distribution S. We are interested in creating goal-conditioned policy æ which maps state to action down into two parts: a descriptor DD which describes key aspects the visual observation in plain text (d Ds)).. And LLM-based actor which takes state description d and outputs action a.
A, S + A. Due to the use of LLM, further break the policy
In addition, define Saura to be the jth paragraph in the I8TE source of the environment paper (Hamner, I02II), and MLLM to be the LLM which takes a context string and a question string as input and outputs an answer the question.
2.1 Studying the paper: Context from ETEX source
Saam (8
Syarn P
Filter text paraagrph--yy-aarggree
paragraph-level information through
q Q
player Syens
lood, waner
Came: Wite Information hepti for
duplicato Items across panagrophi
reganerate over tim when the player is not hungry. thisty, or deeppy
The levels for Health paints
LLM
Besweriyy Remoon duriicate terr
Ag
LLM
c O... Does this paragraph contain infarmarion the game madhanics, or garre strtegiee??
2. Bulk: al afhrrs protect yoursel from moreles of right
Collect recources such as anod and for craft tools
Context C2
3. Uin tooks wemporns clllne youndel again el monaders.
Dulli pridee
wees fheer.
LLM
surpris 7. Ealt oow restore health.
Pran suppings dilend not moratara for lood supply.
CJ for E Gyeee
No
Yes
8. Collect drime resroee thirtt
Context
Figure 2: Paper Studying Moudle. The 3-step approach for computing Cg from the LTTEXsource code of Hained (2124). First, as shown in the left column, for each paragraph we compute LLM answer for all relevancy questions in Qret, and keep only the relevant paragraphs. Second, as shown in the middle column, we compute paragraph-level LLM answer to q. Third, we summarize the answer into Cg with a summary prompt; we concatenate Cg across q Qgame and obtain C.
Similar to Wuretal a (202)). we compose gameplay specific questions and then compute LLM answer to the questions for each subsection in the latex files. Since a considerable amount of the paper is irrelevant to the gameplay, we use set of 2 questions Quoul" this paragurph help me succeed in this game?", "Does this paragraph contain information on the game mechanies, game strategies!") to identify relevance, and a set of 4 questions Q"mite all information helpful for the game in a numbered list.", "In plain text. List all objects I need to interact/avoid survive in the game. Use would like to object Y in each step. Replace by the actual object, X the actual interaction." "Write all game objectives numbered list. For each objective, list its requirements." "Write all actions as a numbered list. For each action, list its requirements.") )) to summarize gameplay and action space relevant information. We add the prompt "DO NOT answer in LaTeX." to all of Qaaee to prevent the LLM from outputting the list in ETRX format.
For a specific gameplay specific question E Qgames our goal is to compute CGp the answer to conditioned on the paper. However, since the length of the paper exceeds input length constraints for most LLMs, we have to break the paper down into paragraphs individual Spar.. We provide an illustration of the process in Figure 21
First, filter the paragraphs for relevance and keep only paragraphs identified as relevant by least one question from Quet. We set pre to be the set of relevant paragraphs.
prel (Spanl Qid s.t. MELM (Span 9r) "Yes")
(I)
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Second, we compute the set, Ag. of answers to for each relevant paragraph from pri from the KTμX source code.
Ag {MLLM (Spara q) Spara pre]
(2)
Third, to obtain the answer string Cg from the set Ag: we query an LLM with a summarization prompt Gummarize "Remove duplicate items."
C₂ MLLM (concat(A.) (summarize)
Finally, we concatenate (with the linebreak character) all question-context pairs to form the context string C' for SPRING.
C concat (f"Question: 9 Answer: Cg "lVq E Q Qgame })
(4)
2.2
Reasoning: QA-DAG for SPRING
Node
Question
List objects the current observation. each object, briefly answer what resource provides and its requirement.
91
Q2
What was the action taken by player?
q3
For each object the list, are the requirements met for the interaction?
q4
Did the last player action succeed? not, why?
Q5
List top sub-tasks the player should follow. Indicate their priority of S.
96
What the requirements for the top sub-task? What should the player do first?
List top 5 actions the player should take and the requirement for each action. Choose ONLY from the list of all actions. Indicate their priority of 5.
47
98
For each action in the list, the requirements met?
Qa
Choose the best exccutable action from above.
Table 1:
List of all 9 questions in Quet- The questions are designed to promote consistent chain-of- thought. Experimentally, we find the LLM robust to different phrasing of the questions.
(a) Last steps of observation
(b)
Reading Module
Reasoning Module
Context
Visual Descriptor
41
48
Visual Descriptor
43
d'
d
4
47
You took action noop.
42
44
4a
You
d
cloeest action
grass staps your free 6 steps to your north roast
Concatenate
Compute LLM answer for each node
You fase grass at your front.
47
Your status:
food: 8/9
hoalth 9/9
(c)
96
A
Concatenate
MILM(Inpuut Qr)
At 47
gs
drfnkk 9/9
At
onergy:
44
You nothing inventory.
Figure 3: Reasoning. (a) The visual descriptor takes the last two gameplay screens as input, and outputs their descriptions in language (d' d (b) SPRING traverses DAG of questions from Table 0 in topological order. Answer to the final question qa is mapped to environment action using sub-string matching.
(c) The LLM answer for each question (node) conditioned on the previous steps of observation, the context C, and answers to the immediate parents of the current node.
For LLMs to be able to understand the gameplay, we first follow etll (20233); Wang et all (2023) define visual descriptor Maese which converts state S to textual description (Figure N Gl).
To achieve consistent chain-of-thought reasoning (Wei et all 2021) throughout hundreds of steps within one round of gameplay, compose fixed set of questions Quet {gi...., .a to query

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the LLM at every step of the game, with question-question dependencies as D = {(qu qv 4v)lgu. qe E Quet and answering 9u requires the answer of qu, J. Note that the above specification forms directed acyclic graph (DAG) with nodes Qui edges D (Figure B b).
For any question (node) Qu Qast. compute the answer A for time step t, conditioned on the du gameplay context C, most recent steps of game description d'=1, dd,, and answers its dependen- cies (Figure c).
(5) Experimentally, we find that prompting the LLM with only the direct parents of a question greatly reduces the context length, and helps LLM focus on the most relevant contextual information.
A = MLLM (concat (C, ( d', (A1 (9 qu) E D)) .q))
We traverse the DAG using a modified topological sort algorithm to compute LLM answer for each question based on its topological order. Finally, we map the answer to the last question in the node Ya directly to one of the 17 named actions in the environment with sub-string matching (a = A²) We take the default action "Do" on sub-string matching failure.
3 Experiments and Results
We present our experiments as follows. First, we explain our experimental setup and baselines for experiments. Then, we compare SPRING to popular RL methods the Crafter benchmark. Finally, we conduct experiments and analysis on different pieces of our architecture to study the influence of each part over the in-context "reasoning" capabilities of the LLM.
3.1 Experimental Details
The Crafter environment (Hatner. 2021) is procedurally generated open-world world survival game for benchmarking RI. algorithms with 22 achievements in tech tree of depth 7. The environment is grid-world features top-down observation and discrete action space of size 17. The observation also shows the current inventory state of the player, including its health points, food, water, rest levels, and inventory. The game is inspired by Minecraft and features similar get-to-diamond challenge. In comparison, Crafter captures many key research challenges of Minecraft in simpler and faster environment, thus speeding up experiments and result collection.
Environment Descriptor The gameplay screen (top left of 3.) consists of a 9 grid (((i.)) 1 S j s 9)). The top rows consist of the local view of the world; each cell (i, is associated with pre-defined background (e.g.. "grass", "water"" "none") and possibly with an object "asset" (e.g., "tree", "health", "player"). The bottom 2 rows represent agent status (e.g.. "health") and item inventories, which include images of assets (e.g., "stone sword"), and the number of each assent in the inventory.
Our environment descriptor accepts as input the gameplay screen and outputs a text description of the screen. We first create combinations of background and object (appearance) assets. Then add number assets to recognize the quantity of inventory/ status. We match these combinations with the gameplay screen, using cv2, filteer with a matching threshold of 0.9. We disable the detector during nights when observations are unreliable. Finally, for each (i,j), we filter the matched combinations, and select the one with the highest matching score. From this information, we can measure the distance and direction of each object relative to the player; simultaneously, we can count the agent status and inventory item.
The environment descriptor then obtains the set of objects in observation {(obj, dist, direction)). the set of inventory items I status H = {(attribule, value, max)). Including only the closest object of each kind, we compose the observation description as: "You see : <obj> <dist> steps to your <direction>. Your status: <attribute>: <value>/ <max>. Your inventory: <object>: <count>". We describe direction of objects using "north", "south" "east", "west".
and the agent
Evaluation Metries Agents in Crafter are evaluated primarily based on two metrics: reward and score. The game assigns a sparse +1 reward each time the agent unlocks a new achievement in an
We will release code for agent at arthub.com/anonyymo//
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Method
Score
Reward
Training Steps
Human Experts
50.5 6.8%
14.3 + 2.3
N/A
SPRING + paper (Ours)
27.3 1.2%
12.3 0.7
DreamerV3 (Hatner et all 2023)
14.5 + 1.6% N/A 11.7 + 1.0%
11.7 + 1.9
IM
ELLM (Dn et all 2023)
6.0 + 0.4
5M
EDE (Jiang et a 2022))
N/A
1M
DreamerV2 ( Hatner et all 2020)
10.0 1.2%
9.0
1M
PPO (Schulman et al, 20177
4.6 0.3%
4.2
1M
Rainbow (Hessel cl all 2018)
4.3 + 0.2%
5.0 1.3
1M
Plan2Explore (Sekar-et.a elll 2020
2.1 + 0.1%
2.1 4.115
1M
RND Sinddareaall 2018)
2.0 + 0.1%
0.7 + 1.3
1M
Random
1.6 + 0.0%
2.1 + 1.3
Table Table comparing SPRING and popular RL algorithms terms of game score, reward, and training steps. Results for SPRING is summarized over 5 independent trials. SPRING out-performs the previous SOTA in terms of all metrics. In addition, since SPRING gathers knowledge from reading the paper, it requires no training.
episode, and assigns reward of -0.1/0.1 when the agent loses/gains one health point. The score metric (Hatner. 202T) is computed by aggregating the success rates for each achievement:
N Σ
exp
In (1
where 8; is the agent's success rate on achievement i and 22 the number achievements. Note that RL agents only train on the reward, and SPRING does not require any training.
RL Baselines We include results from popular actor-critic methods like PPO (Schulman et all
20 DQN variants like Rainbow (Hessel all 20I3); intrinsically motivated methods like RND (Burda et all 2018), Plan2Explore (Sckar ef al 2020), EDE (Dragg et all, 2002);; LLM as-
sisted solutions like ELLM Du (2023); model-based methods like DreamerV2 (Halner all
202M); DreamerV3 (Hatner all 2023), which currently holds the state-of-the-ane
LLMs. For LLM access, we use GPT-3.5-turbo (OpenAl, OpenAl) and GPT-4 (OpenAl, 2023
from OpenAl's APL
3.2 Overall Results
We compare the performance of RL baselines to SPRING with GPT-4 conditioned the environ- ment paper (Hatneri, (1224) in Table D.
SPRING out-performs the previous SOTA, including previous attempts using LLMs for Crafter by large margins, achieving an 88% relative improvement on game score and 5% improvement in reward the best performing RL method at (023). Since the model obtains knowledge from reading the paper, SPRING requires training steps, while RL methods generally require millions of training st
We include plot of unlock rate by task, comparing our method to popular RL baselines in Figure SPRING assisted by prior knowledge out-performs RL methods by more than 10x on achievements like "Make Stone Pickaxe". "Make Stone Sword", and "Collect Iron". which are up to depth down in the tech tree and significantly harder to reach through random exploration. For achievements "Eat Cow" and "Collect Drink", SPRING achieves perfect performance, whereas model-based RL framework like Dreamer- V3 has more than 5x lower unlock rate for "eat cow" since cows are moving and harder to reach through random exploration. Finally, we note that SPRING did not take the action "Place Stone". which be reached easily by random exploration, since placing stone was not discussed as beneficial for the agent the paper (Hanet 2021)
Wee base comparison the hard 1M cap by Haner

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Ours
DreamerV3
Rainbow
100
Success Rate (%)
1-
0.1
0.01
Collect Coal
Collect Diamond
Collect Drink
Collect Iron
Collect Sapling Collect Stone
Collect Wood
Defeat Skeleton
Defeat Zombie
Eat Cow
Make Iron Pickaxe
Eat Plant
Make Iron Sword
Make Stone Pickaxe
Make Stone Sword
Make Wood Pickaxe
Make Wood Sword
Place Furmace
Place Plant
Place Stone
Place Table
Wake Up
Figure 4: Ability spectrum showing the unlocking percentages for all 22 achievements. Rainbow manages to drink water and forage for food. DreamerV3 collects coal, iron, stone, and forges more advanced tools and weapons. Since SPRING starts off with knowledge about the game, achieves more than 10x higher unlock rate previously hard-to-reach tasks like "Eat Plant", "Make Stone Pickaxe", "Make Stone Sword", and "Collect Iron".
Method
Achievement Depth
Reward
Questions per Step
SPRING + Full Paper
12.3 + 0.7
SPRING + Paper w/ modified C
4
9.4 = 1.8
SPRING + Action Description
8.2 + 0.2
SPRING + w/o C
0.5 0.2
9
SPRING + Full Paper
12.3 + 0.7
9
Step-by-step prompt + Full Paper QA w/o DAG Full Paper
7.3 4.4
2
4.3
w/o QA + Full Paper
2
2.4 1.3
1
SPRING + Full Paper
12.3 + 0.7 3.3 + 2.9
9
SPRING + Full Paper w/ GPT-3.5
Table Analysis on how different parts of SPRING contribute to its performance, comparing the max achievement depth in the tech tree, the reward, and the number of human-written questions in the prompt. Results are summarized over 5 independent trials. The first rows study the necessity of prior knowledge from the context string C. The middle 4 rows study different chain-of-though prompting techniques. The last rows study the role LLMs. All three aspects are important for SPRING to achieve best reported performance.
3.3 Component Analysis
We study how the different aspects of the framework contribute to the behavior of the agent through series of ablations as shown in Table R.
Studying the ETEX Paper In the first rows of Table G. we investigate the contribution of game- play context from the ЕТęX paper toward performance of the agent. We report the performance of SPRING with no contextual information (w/o C) (row 4); SPRING conditioned on only the action descriptions and dependencies from (Hatned, 2021) Table F.1 (only question 4 from Q game)) (row 3); SPRING conditioned on the context manually modified to exclude the "crafting table" dependency for wooden pickaxe by removing two corresponding lines from the context C (row 2): SPRING conditioned on the full context from the paper (row 1).
As expected, since Crafter environment is unseen for GPT, the agent achieves performance similar to random agent without any game context. When provided with only action descriptions and ac- tion dependencies, using only question 4 from Q game in section M SPRING achieves strong 67% performance comparable to Dreamer V2 (Silver all 2017).
For the next piece of the experiment, we manually remove "near crafting table" dependency for wooden_ wooden_pickaxe pickaxe from it's context, which required for 11 later achievements. SPRING with GPT- 4 incurs 24% performance drop. Interestingly, we find that the LLM has some ability to recover
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from the inaccurate context information. We observe that after failing to craft the wooden_ pickaxe without table, the agent instead tries craft a wooden_sword first maintain survival. Eventually, the agent was able to identify the missing requirement through guessing and trying after some unsuc- wooden_pickaxe. cessful trials, and craft the wooden pickaxe. However, the confusion delayed the agent's progress and therefore causes the performance gap with the agent conditioned on the full context (row 5).
Reasoning In the middle rows of Table we investigate the contribution of different prompting methods toward performance of the model. Conditioned on the full context from the LTEx paper, we report the performance of GPT-4 directly prompted to output the action using the last question qa only (row 8); GPT-4 prompted with all questions from Qaet but in a list without the DAG depen- dencies (row 7); GPT-4 prompted "Let's think step-by-step" (Kojım et all, 2022) about the next action, and prompted to choose permissible action qa with let's think step-by-step followed by de again (row 6); GPT-4 with SPRING (row 5).
Relative to our method, we observe that directly prompting the LLM for the action leads to a 80% performance drop, and therefore does not result a meaningful agent. The popular chain-of-thought reasoning prompt "Let's think step-by-step" (Kojima et al., 2022) achieves reasonable reward with 40% drop, but with high 60.27% standard deviation. Qualitatively, we observe that the LLM produces inconsistent outputs across time steps, due to the fact that the model's chain-of-thoug not directed or controlled through the prompt. Therefore, LLMs prompted with "Let's think step-by-step" alone cannot reliably follow a good policy. Controlling the sfaiin-of-thoughee with 9 questions from Qui (section (2.2) successfully controls the consistency of L.LM outputs across time qualitatively. However, we observe that the L.M often ignores earlier questions at later stages of QA when all previous questions are presented a list, leading to random disagreements in answers. For example, the LLM may correctly identify that it needs "wooden pickaxe" to mine the stone ahead the first few questions, but forgets about the requirement later when it's prompted for actions. Quantitatively, the model performs 65% worse with 90% variance without the DAG. The introduction of DAG eliminates this problem by reducing the QA context length to only a question's s immediate parents.
Overall, SPRING achieves the best performance and small 6% performance standard deviation, due to more consistent reasoning over time steps with better focus and fewer distractions.
LLM In the last two rows of Table E. we show that the same architecture does not work well with GPT-3.5-turbo. We believe the observed 73% performance gap mainly comes from GPT-3.5- turbo's worse performance at following fine-graines instructions in each of the questions, which are required for chain-of-thought reasoning with SPRING.
3.4 Cost for running SPRING
The number of queries per step is 9 (same as the number of questions). Each game could take around 300 steps, but can go up to 500 steps in the worst case. Therefore, the maximum number of queries per game can go up to 4500. According to the public price of GPT-4 API, each query costs around 0.063. The total cost should be less than 270 (USD) per game with GPT-4, Given the progress in chip-set development, more accessible for the public.
are hopeful that the inference costs will lower, making LLMs
3.5 Potential for Benchmarking LLMs
In Table E. we compare popular publicly available LLMs including GPT-4 (OpenAl, 2023), GPT-3.5 ((ext-davinci-003) (OpenAI) OpenAl), Bard (Manyıka, Manyıka), Claude (Anthropic, Anthroprc). Alpaca-30b (Maon et all 2024) under the same setting on Crafter, following the same step- by-step prompt as Section 3.3 and Table We observe a clear separation in performance under our setting.
4 Related Work
LLMs Comparing LLM-based agents against RL agents brings forth a intriguing dis- cussion. RL algorithms do not require prior knowledge such as instruction manuals, and could
RL Y.S.
'Pricing estimated according to OpenAl API of October 17 2023
8

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Method
Achievement Depth
Reward
Questions per Step
Step-by-step prompt GPT-4
5
7.3 + 4.4
Step-by-step prompt text-davinci-003
4
4.5 2.1
Step-by-step prompt + Bard
0
0
Step-by-step prompt Claude
1
0.1
Step-by-step prompt Alpaca-30b Random
1 1
0.1
2.1 1.3
Table 4: Comparison of different L.MSs under the same setting using the context C generated with text-davinci-003 following the same step-by-step prompt as Section B.3 and Table
continually improve given enough trials. However, RL algorithms are typically trained with reward functions deliberately engineered to cover all in-game achievements (Hatner, 2021; Hatner all 2023). Such reward functions often require lot of expert knowledge and careful formulation.
On the other hand, LLM agents like SPRING does need the reward (we report reward for com- parison purpose, SPRING does not use the reward during inference), but instead uses external knowl- edge from the I8TX source code. In addition, current LLM agents lack the capabilities of improving from interactions.
We hope future works would be able to leverage the benefits of both paradigms in order to achieve efficient planning with fine-grees ane-grained control.
Policy Informed by Natural Language Instructions In the instruction following setting, step- by-step instructions have been used to generate auxiliary rewards, when environment rewards are sparse. Goyal et al, (2019); Wang et all (2019) use auxiliary reward-learning modules trained of- fline to predict whether trajectory segments correspond to natural language annotations of expert trajectories.
There has been many attempts go beyond instruction following learning from unstructured natural language (Branavan et all, 2012: Goldwasser and Roth, 2014; Zhong et all, 2021: Wang and Narasimhan, 2021). Zhong all (2021)); Wang and Narasimhan (202I) make use of special architectures to learn reasoning on grid worlds with template-generated instructions. However, the model requires 200 million training samples from templates identical to the test environments. Such training requirement limiting the generalization of the model and causes performance loss even on slightly bigger grid worlds with identical mechanics.
Wi al (2023) proposes a summary (Read) and reasoning (Reward) through a QA prompting framework with an open-source QA LLM (Tatford and Clark, 202T). The framework demonstrates the possibility of an using real-world human-writter manuals to improve RL performance on popular games, despite limiting the interaction types to only "hit". Our framework handles all 17 kinds of interactions available in the game. Moreover, our framework makes use of information on tech- dependencies, and suggestions on desired policies extracted from the academic paper.
LLMs for Planning LLMs have shown promising results at high-level planning in indoor embod- ied manipulation environments. Huang al. (2022)) Ahn at (2022) primarily explores generating plans for embodied tasks, with limited actions space and trajectory length. Song et al. (2022); Ww stall (2022) enhances Ahn etall (2022) with greater action diversity and real-time re-planning. How- ever, lot of the high-level plans lack executability and has to be post- pest-proeesed to meet specific task requirements, thus limiting the generalization to complex open world tasks. In addition, all prior works along this line operates on few-shot human/expert generated demonstrations contain- ing up to 17 trajectories to provide context for LLMs, which requires more manual labor, and may limit the generalization to unseen scenarios. In comparison, our SPRING framework requires no demonstration.
LLMs for Open World Games Compared to popular indoor manipulation tasks, planning in open-worke game environments poses the following additional challenges. 1) Long horizon. Due to the nature how in- an-game schievemen/technology progresses, a successful gameplay can easily go beyond 200 steps (Hainer. 2021). 2) Parallel objectives. Open-world environments contain objec- tives that can be pursued in parallel and often require prioritization (Wang et al. 2023). Therefore, open world games are significantly more challenging than current indoor embodied manipulation environments.

---

Du al (2025) applies LLMs as high-level planners to assist RL exploration in Crafter. Wang all (2023); Yuan all (2023) use LLMs as high-level planner and goal selector to control a low level-policy in Minecraft. I'sa et all (2023) studies the capabilities of ChatGPT on text games. Notably, all prior works require expert or human generated example trajectories as context for the LLMs.. Since the example trajectories do not cover all scenarios, all prior works may encounter unseen situation during evaluation, leading to an overall performance inferior to state-of-the-ar RL algorithms (Hessel all RUS; Guss el allll 2O2I; Hatner et all (023), trained without the use of LLMs. To our knowledge, we are the first to show an LLM (GPT-4) achieving performance surpassing the state-of-the art RL algorithms in a challenging open world game.
5 Limitations and Future Work
A primary limitation in using LLM to support interaction with the environment is the need for object recognition and grounding. However, these limitations do not exist in environments that offer accurate object information, such as contemporary games eLll 2022)) and virtual reality worlds (Kolve et all 2017). While pre-trained visual backbones ef 2017) perform poorly on games, they have shown reasonable performance for enviromments closer the real-world (Shridhar et all 2020). In addition, with recent progress on visual- language models (Bubeck et al. 2023: Driess al 2023: Liu et all 2023; Zou et all, 2025),, we believe there will be reliable and generalizable solutions to risual-language understanding in the foreseeable future. Future works could focus on address the requirement for separate visual descriptor with large visual-language models.
6 Conclusions
In this work, we explore solving the Crafter (Hainer 20211) RL benchmark using the latest LLMs by reading the LРTX source code of an academic paper about the benchmark. We study the quality of in-context "reasoning" and "planning" induced by different forms of prompts under the setting of the Crafter open-world environment. To enforce consistent planning and execution over hundreds of environment steps, we introduce SPRING, an innovative prompting framework for LLMs designed to enable in-context chain-of-thouge planning and reasoning. Quantitatively, SPRING with GPT-4 outperforms all state-of-the-art RL baselines, trained for IM steps, without any training.
Our work demonstrates the reliability of LLMs for understanding and reasoning with human knowl- edge. We hope that our work points to a new way of integrating human prior knowledge into RL training through intrinsic rewards (Wi et all 2023). hierarchical RL (Shu all 2017). or sub-goal planning (Wang et all 2023, ei all 2023)
Broader Impacts
Our research on LLM holds potential for both positive and negative impacts. The benefits include better understanding of the powers of LLM and enhanced integration of prior knowledge, which could lead to udvancement in various AI topics. However, the risks may involve reliance on compu- tationally demanding models, game cheating or exploitation, and reliance on prior knowledge.
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13

---

A Example Trajectory
Stop: Ormiatiie Revard:
You see:
tree to northreast
cou stopo your north-west
You face grass at your frons (south).
hoalth: 9/9
food: 9/9
9/9
energy:
You have nothing in your inventory,
Osestion: Action
Insver:
Movo North
Question: objects current observation. each object, breifly ansver resource it provides ita requirenent.
Ansper:
Tree: Provides vood shich
craft tools and like table. Requiroment: An
2. Con: Provides food when killed, restoring your bealth points, Requiremen:: A pespon like sword to kill the con or hande
to punch it.
Grass: Gencrally provides resources, bus occacionally drop seeds for planting. No requiremente interact grass.
Question:
Veat was the last action taken the player?
Amsver:
The action by player was poodo_d
Queation: For each object in the list, are the zequirenents net for interaction?
Amsper:
Tewe:
Yes, requireenta are not you can use your to chop the trew, ween though
using an ase.
2. Cos:
Yee, the zequirenente are not you have crafted good evord to kill the cou, shich is more efficient than using
your
no apecific reguirenenta to inceract with grass, and you can simply walks on oz punch your hands if socessary.
Yes,
Question:
top sub-tasks player should follow. Indicate their priority
Ansver:
1. Chap dovs. the tree to collect wood (Priorisy: 5/5) Wood is ussential for crafting more toola and atructurwa, as vell an potestially naking shelter.
Ensuring sufficisnt aupply crucial muintaining health being able to accomplish other tasks.
(Priority:
Explore anvirenment (Priority: poteatial dangers the surrounding area so that you can plan affectively.
essential gain information about available and
Priority lesel is indicated out of where 5 is the highest priority and 1 is the lowest priority.
Queation:
requireeenta for the tap aubrtask? What. abould the player first?
Assver:
Raquiraeanta for the subrtask (Chop down the tree to colllast wood):
Approach tree: Havigate the locared acaps to your north-east.
Vhat. the player should do first:
Move Korth-Faat: Move the diraction the tree to aventuully reach and then prepars to chop
Qsestioo:: List actionn the should take and the requirenent: for each action. Choose OKLY frox the liet all Indicata their priority
Ansver:
Priority 1: Hove North Iequitemen:: Plat ground above the agent.
Priority 2: Hove Fast Requiteeent:: Flat ground right. to the
Priority
Requirenent: Requirmeent: Facing the tree: have necessary (wooden aword can used, but
ground right
agent.
Priority Do (Chop dosn the tree)
wooden pickase would be prefarsed).
Priority Collect Vood lequirement:: Sacceesfully chopped
and available pick
Queation: each action the list, are the reguirweents net??
Ansper:
Priority Nove North Yes, the reguitenent: rement: in net flat ground is above the
Priority Hore
Yes, requirencnt not flat ground avsilable the right of agenz.
Priority 3: Hove East Yee, the requirenent 18 net as flat ground is available to the right of the agent.
Priority 4: Do (Chop dosm the tree) = The requi rarent, is partially net; you are facing the tree and have vooden aword, hut preferred for chopping dosn trees.
Priority wooden
requirenent
yet, as you
esccesefully chopped
accessed wood.
Qsestion: Did the last player action succeedy Why? Ansver:
14

---

determine if player succesded
infermation provided result
action "eake, uond aword." Nornally, if actioon sea auccessful, the player vould have aword thair investory or an updated gase state would include the new iten..
Queation:
beat, azecutable action from
Anaver:
The best execatable action Irom the above 1ist in Priority 1: Nove North, as the requizenent of having flat ground above the is met.
You Stap: i, Cunulative Reward: 0.O
You see:
trae to
stepa your sorth-wwat
You face grass at your front (north).
9/9
food: 9/9
drink: 8/9
energy:
You have nothing in your inventory,
QA
Osestion:
Ansowr: Hove East
Qseation: objects
object, breifly
pravides
requirmentt
Ansper:
Tree: Providex wood, requirex wond better pickaxe to collact.
Prorides neat requires spord other weapon
collect resource.
3. Graes: to direct resourcee, can be used to butld shelter or pathsay with no specific tool requiremente.
Osestion: Veat
last taken the playor?
The action taken by player was nove, north.
Qsestion:
For each object the list, the
interaction?
Ansver:
Tree: Yes, your recent action was raiting a wood svord do you can intoract with the tree to collect weed. 2. Con:: Yea, you have sood avord to deteat the cos, no you can interact with st,
apeciric requireneats
Oseation: List top mubetarke the player should follow. Indicate their priority out of
Anzper:
Collect wood iron.
Priority: 5/6
(food). Priority:
3. Interact with grace to clear a pash or build cholter. Priority: 3/5
Question: What
requirenents for the top aub-task? What should player firet?
Ansver:
The requirenenss for the top eub-task (collect wood from the tree) are to have a good pickaaz in the inventory and clase enough to the tree.
player
steps east. the player nearby, they use their wood pickaze to collect wood from the tree.
nove
Question: top actiona
should actions. Indicato their priority out of
requirenent for action. Choose ONLY frox list all
Insper:
1. Priority 1: Nove East (Roquiremen:: Flat ground to the right of the agens) get closer to the tree.
Peiority Hove
(Requireent::
ground
front
able 4. Priority 4: Do (Requiraent:: Facing tree or zaterial; have wood pickaxe) to collect wood froo the tree.
Peiority Make
(Requirenent: Hearby table;
iaventory)
the tree.
6. Priority 5: Make Vood Bword (Roquireneat: Hearby table; good in inventory) to defend yourself against potential threace souaters).
Question: For each action in the list, are the requirenente nct?
Anaver:
Priority Nove East (Flat
the right of agent) Yes, requirexent
ground.
2. Peiority 2: Nove North (Flat ground above the agent) Yeu, the requiresent in aet as the agent is on flat ground.
3. Priority 3: Make Food Pickaze (leazby table; wood in inventory) - Bo, the requirazont is not not as the agent does not
have nearby table and
their inventory.
Peiority
(Facing cree naterial;
sood pickaxe) No, the zequirmeett not net as agent not
wood pickaxe in their inventory.
5. Priarity 5: Nake Wood Sword (learby table; wood in inventory) No, the requireeent is not as the dowa not haow cheir inventory.
nearby rable and
Queation: Did the last player action succeed? Why? Ausver:
player action (nove, north) aucoeeded tisittonn alloving move that direction.
ground avwilable
player's
Queation: Choose the best. executable action from above. Acsver:
15

---

The executable action from the above Priority Nove the requiresent of flat ground the right agent la net.
Stap 2, Cusulative Resard: You took action 20ve_cast.
You
trae steps to your waxt
cow stagu to your wast
You grans your
Your statua:
bealsh: 9/9
food: 9/9
8/9
enargy: 9/9
You nothing in your inventory,
QA
Queation: Action
Ansper:
Question:
List objects in the currens observation. For each objact, breifly anscer shat resource it provides and ite
reguireent.
Ansver:
Tree: Provides uood shen chopped down; requires having sood pickaaz better to chop down
2. Cos: Providea food (nent) when killad; requirex having sood sword or batter to kill.
Grace: Can be used to make plantations used aesthetic purposes; being collect.
Questiian: Vhat. waa laxt act taken by the player?
Ansper:
The last actioon taken by the player
mast.
Question: For each object in the list, are the requirezente net for interaction?
Anager:
Based
observation and inveatory:
Tras: requi renent not net because you need wood pickace or batter chop doon the tree, and you have nothing your inventory.
Gos: The requirenent
because need wood svord better ktill the
have nothing
investory.
3. Grass:
The requirenent is not ap you can dig the grass vithout any special tool.
Question:
List sub-taske player should follow. Indicate pricrity out
Ansper:
3. Collect Vood (Priorsty: 6/5) Collecting wood is assential to craft toola and build structures. Fires, you need crafe wood pickaze to chop down trees and obtaiz wood. Bozever, you currently don't have the required tools to interact with tree.
2. Grafe a Vood Fickaze and Wood Sword (Priority: 4/5) Dace you collect wood, you should craft good pickaze to enable collecting stose and a wood mvord to defend yourself and hunt for food. You need table to craft these 15exe, so you need
place
3. Collect Food and Vater (Priority: 3/6) Maintaining your food and drink Levels 18 crucial for survival. You have observed con nearby, but you currently don't have the requized tools to xill it. You should prioritize crafting tools, then bunt the for 2ood. For
you
like lake river drink
Noto: The priority scale is from 1 to 6, with 1 being the lovest priority and & being the highest priority.
Question: What requirenenta for the top aub-task? What abould player firat?
Ansver:
Top Sub-tack: Collect Vood
Bequirements:
Facing the tree
2. Baving the aecessary tool (good pickaze) to chop down the tree and collect wood
should player do first:
Before collecting wood, player needs craft sood pickaze. To craft a piclaazo player requizes table and wood in their inventory. Since the player currently docsa't have any tools or table, they should first find or place table, then collect vood using their hands or available tool, and the table to craft vood pickaze. Aftez and collect vood officiestly, which
crafting
pickaze, the player chop doen crafting other tools and structures.
Question: List top actiions the player should taãso and the requirement for each action. Choose DELY frox the 1ist all Indicate their priority
Ansver:
1. Priority 1: Nove East (Roquirenent:: Flat ground right to the agent)
The player should nove east Louarda the trwe to collect wood, which will help then in crafting table and the necussary cools.
2. Priority 2: Du (Chop tree) (esut::eentt: Facing trew; have necumarry tool or hare handa) Oace: the player is near the tree, they should chop doon the tree using their handa any available tool to collect wood.
Peiority
Table (Raquireant:
inventary)
After collecting veed, the player should place table using the wood in their inventory. This table will belp the player create the required tools.
16

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Peiority Make Food Piciazeo (Requirenet: table; vood inventory) Using the table, player ahould craft wond pickaze, which will help collact resourcws sore efficiently.
B. Priority 5: Collect Wood using Rood Pickaze (Bequirezont: Facing the tree, having the vood pickaze) collect
allowing craft. tools and With the pickaze, player chop atructurea for aurvival.
Queatiin:: For each action in the liat, are the reguireeents nwt?
Acsver:
Nove Bast: Yea, the requi requirenent rement ret. The player's 's nest recent observation atates they're facing grass toverda the naxt, ind indicating therw's ia a flat ground on the east, side.
(thop
yet. player face to twet the raquirmsent for chapping down the tree.
reguireentt
(3 atapa
3. Place Tabll: No, the raquitenent: not The player neads to collact wood chopping the tree firat.
Rood Pickaze: No, zequirezent not Det. player pickarn.
collect wood place table craft
Collect using face tree to callact No. requirement met, player neede create pickase the pickaze.
Qrestion: Did the last player action succeedy Why?
Yea, the last player action (cove_eaat) aucceeded becauze therw una flat ground (grans) to wast, allowing the player rove in that direction.
Osestion:
abore.
Ansver:
The hest acecutable act.ion from the list ahove la "Nove East" ax its requizeentt (flat ground right to the agent] is nst.
according player's recent: observation.
tamesseenStap:: 3, Comllative Reward: 0.0eeeennn... You action 207e_cast.
You san:
stops south-oast
steps your
cow stegu to your waxt
You
trons (east).
Your statuc:
bealth: 9/9
food: 9/9
energy: 9/9
You QA
inventory,
Question: Action
Ansper:
Qsestion:
List objects in the current obeervation. For each object, brosfly anseer shat resource it provides and 19e zequirenent.
Ansper:
Tree:
Provides with it.
respone; Requirexests: None, just approach
and interact
2. Cos: Prozides zeat shich can be consuned for food; Requirenente: Eone, juet approach the con and interact 2ith it. craft tools, veagona, build structures; Requireanna:: Requires vood pickaze or bettor for officient collection, just approach the stone interact with
Provides
shich
Question: Vhat was the last action taken the playor?
Amsper:
The action talsen by player vas "novt_cast."
Question: For each object in the 1ist, are the requirenente net for interaction?
Ansver:
Zree: Yes, requirements are not for interaction as no spacific tools needed to from the tree. You can approach it and interact with it directly.
for interaction Hovever, having weapon wood
zequirennnt
tools needed obtain from the helpful for efficient collection. You can approach interact
with it directly.
for interaction you stone. You cursantly not have any pickaze in your inventory.
requirenats
pickese
afficiently collect the
Queatiom:: List sub-tasks the player should follow. Indicate their priority out of Ausver:
Collect good fron nearby tree (Friority:
is nost essential sub-task, as wood basic resource needee to craft tools and sespona, such ss vood pickase, which sould wnable collecting stose.
Graft pickazs collecting (Priority: 4/5) Crafting xine stone, another ixportant resource crafting better toola and building strecturen.
necessrry officiently
17

---

Obcain from nearby (Priority: abtaining seat the now help ensure aisady supply and keep player's lavel point. Having sunpon like a vood sword vould be belpful, but not stristly necessory for this subrtask.
ismediately essencial collecting wood crafting
Queation: What
requireennta for the top aub-task? What abould player first?
Anaver:
The top aub-task is to collect good fron the nearby tree.
Requiresents:
clone enough to tree order interact with it.
As the tzee in to the wast of the playez, the first thing the player should do is nove east to closer the they
they adjacent
interacting
Question: List top actiona the player should take and the requitenent for each action. Choose ONLY feox the list of all actions. Indicata their priority out of 5.
Peiority Nove East (Action The requizenent that there ground the east playez.
2. Peiority 2: Nove East (Action 2) The requizement la that theze la flat ground to the wast of the player, and the tewe adjacent.
3. Priority 3: De (Action 5) The ruquirement are fucing the trew (shich is now adjacestt aftez noving wast)) and not having tool since collecting wood dowen's
specific tool.
Peiority
(Action The requirment is having the inventory (aftar collecting the
Priority
(desion 11) requirenent being near the placed having
investary.
Osestion: For each action
the
net?
Priority 1: Move Bast (Action 2) Yea, the requirmzent as there ground (grazx) to player's wast.
2. Priority 2: Nove Bast (Actioon 2) Yea, the requiraeent ix there flat ground (graze) to the player's wast and tree ie still tuo eteps away.
3. Priarisy 3: Bn (Actioon 5) Not yet, ax the player needs to move mast one more stop to be wdjacentt to the trae, then this will
Priarity Tabile (Action 8) Kot ywt, as the player needs callact. fron the tree first. Orow collected, this requirement will be met.
Priority
Piciazo (Action 11) Unce table 1s placed, and wood 15 in. the inventory, this requirezent will be nct.
yet, as player noeds place table have
investory.
Question: Did last player
succeed? Why?
Ansver:
Yes, the last player action "nove, eaes" aucceeded because there van flat ground (grnen) in the direction the player vanted to nove (east) and obstacles vere aentioned prevecting the novenent.
Question: Choose best
action froz. above.
Ansper:
The best execatable action from above ie Priority 1: Nove Bast (Action 2), its requirement of having flat ground to the of player
Stop: Cumlatiie Revard: You move_east.
You see:
grasa steps your
stone steps to your south-east path stops to your north-east
cou 3 stepa to your south-east
You tree at your
Your status:
bealth:
food:
drink: 9/9
energy: 2/9
You nothing in your inventory.
QA
Question: Action
Ansver:
Questiom:: List objects in the current cissrvatiinn For sach object, breifly anscer what resource it provides and lta
requireaent.
AnsveE!
3. Gress:
Resource: Kone.
Requiraeent:
2. Stone:
Resource: Stone for craftting tools, seapons, and building structurea.
Bequirasant: Kond pickase better collect.
18

---

Path:
Resource: Rose.
Requirezent: None. It signifies possible pazzage for exploration.
Resourco: Food and leather.
Requirerent: Defent the
wengon, auch wood sword or better.
Tren:
Resource: Vood for crafting tools, saagona, building structured, and creating table. Requiresent: No apecific tool requited, but using axe in more officient.
Quention:
action taken by the player?
Ansver:
The laat action taken by the player uas "nove, mast."
Question: object list, are zequiraments interaction?
Anaver:
Grazs:
lequirezents
Yee, you
step over gress any specific requiemente..
Stome:
lequirenents net for interaction: need pickaze better to collect and currently don't have pickaze your inventory.
3. Path:
Requirerents net for interaction: Yea, walk along the path without specific requizananta.
Requireznnts net for interaction: No, to properly interact with the cou (defeat it for rexmurces), you need seapon, auch wood better, which don't have your inventory currently.
Requirenents not for interaction: Yer, you can interact eith the tree (collect wood) without any specific requireentt tools, but
would afficient.
Osestion: List top sub-tarke the player should follow. Indicate their priority out of Anaver:
Priority 5/5 Collect Wood the Tree: player
wood,
crafting tools, reapone, bailding
atractures, creating
Priority 4/5 Craft Hood Pickaxe:
collecting enough colloction of stone and other essential resources for further progrese in the gane.
player craft pickaze using table. The pickaze cnable
Priority 3/5 Defest cratted weapon, player and cop acquire health, while leather can used for crafting arnor or other stexs. Hopever, st 18 adviesble to craft a weapon beforehand.
resources.
help naintain player
Question:
roquirenenta for the top sub-task? What the player
Insper:
For the top sub-tark of collecting wood frem the tres, the requirements are:
The player to
2. No special toole are neceseary to collect wood from tree, although having an are would make the procese faster.
Siace these requirenests nininal and player already
the player should interacting with
(eig- using the
Question: List top actions the player chould take and the requtrement for each action. Choose DNLY frox the 1ist all Indicate theix priority
Ansver:
Priority 1: Do: Interact with the tree to collect wood.
Requirezent: The player aust be facing the tree (already fubrilled).
the stone Bequirosant: Flat ground beloe the agent.
Priority South:
Priority Interact Requirenant: The player aust facing stone.
collect
4. Priority 4: Place Table: Graft and place table for saking tools. inventory (collected
Requirezent: Wood
the tree).
5. Priorisy 5: Make Food Pickaze: Graft a wood pickase for collecting atone and coul. Requirenent: Hearby table (placed in Priority 4) and wood in the inveatory (collected from the tree).
Question: action
list, are zequiranenta net?
Ansper:
Priarity 1: Dar Interact with the tree collect. wond.
Sequiresatt: The player be facing
montioned in Player Observation Step "You face at your (oast)").
2. Priority 2: Nove Bouth:
Rove towarda the stone to collect it.
Requiraent:: pround
apent.
Status: Unknown (not provided observation).
3. Priarity 3: Das Interact with the stose col collect. it.
Reguiranat:: The player be facing
19

---

Not Not (playor needs
and the before taking actios)).
Priorisy 4: Place 7able: Craft and place a table for saking toola.
Requirezent: Wood in the Inventory (collected fron the tzee). Status: Not Net. (player
action Priority
6. Priozisy 5: Make Food Pickaze: Graft a wood pickaze for collecting stone and cool.
Requirmentt Hearby table (placed in Priority 4) and unnd in the inventary (collacted from the tree). Status: Not Net (player needs take actiona Priority Priority before this taken).
Queation: Did the last player action auccead? Why?
Ansver:
player as by the updated observation in Player Oiservation Stap
player
ancombering any obstacles iamuea,
Qreation:: Choowe the best, axecutable action from above.
Anaver:
The executable action from
above Priority 1: Interact for this action in already sat.
wood, zequirement
Stap: 5, Canolative Resard: 1. 1...eennn..
You took action do.
stons steps to your south-east
path ateps to northreast.
stops your north-east
cow steps to your southreast.
You
(east)..
bealth: 9/9
food: 9/9
energy: 9/9
inventory:
Osestion: Action
Ansper:
Question:
List objects in the current observation. For each object, breifly anseer what resource it provides and 15e
Ansper:
Stane:
Recource provides: Stone naterial for crafting tools and building structuree.
Requirenent: Wood Stone Picisate collect.
2. Path:
Hesource provides: Easy narigation and indicator of nearby points of interest. just follow the path.
Requirezent:
Tree:
Resource provides: Wood for crafting tools, seapons, and building structures. collect
Requirenent:
just
Cos:
Recource provides: Food to restore your health.
Sequiresent: requirements, just kill
collect food.
Grass:
Resource provides: Indicates plain ground and potencial area for building or planting. for further opticas available.
Requirezent: requiremente, just
Question: What was the last action taken by the playor?
Anzper:
The action by player *do."
Question: For each object in the 1ist, are the requirezente net for interaction?
Anaver:
requirenente not interaction? No, you have vood in your inventory.
Pickaxe collect stone, currently, you only
Path:
reguirenenta not interaction? Yea, there are requirenenta to the path. simply the path so zavigate the gaze vorld.
roquireseate interaction? Yea, you can interact with by punching using an to sood. Since you alrundy collected vood free trwe previnull, this zuquireaent la net.
ruguirments interaction? Yea, you can interast with cow by trying zequirmeents to accorplish chis, but having seapes like wooden averd would nake it easier.
20

---

requirexents interaction? Yea, you rechantcs, you any be abla build, plant or perfom other actiona graasy areax.
with
any requiresents. Deponding gase
Question: List top sub-tasks the player should follow. Indicate their priority out of 5.
Voodan
(Friority:
Coing the good in your inventoxy, find a crafting table or create one and craft a wooden pickaze. This will allow you to collect. stone in the nearby
Collact Stone (Priority: 4/5)
With wooden pickaze, collect the maarby stone, Stone is essential for creating aore advanced tools, veagoni, and building zaterials.
Graft Vooden Sword (Priority: 3/5)
Use your crafting table and the vood is your investory to craft veoden aword. This 6i2l help you protect yourself and sore maiily killl the
collect: food.
Question:
requirenenta for the top aub-task? What the player firat?
Anaver:
The requizementa for the aubrtaak (Craft Nooden Pickaze) arw: your anventory (already crafting aowilable.
you
Simon you don't it have crafsing table the first waing collected
should do To do this, collect vood from place
searhy crafting the wooden pickaze.
ground
Queatiim:: List actiion the player ahould take and the requiranent. for each action. Choose ONLY from the list all actions,
priortty out
Ansowr:
1. Priority 1: Nove North
Requironent: Flat ground of
Priarity (chop tree for nore wood) Requirement: Facing tree and have the seceseary tool (or none required in this cane)..
Priority
Requirenent: Wood in inventory.
Priority Make Vood Piciame Requirexent: Mearby
inventory.
6. Priority 5: Hove South (tocards the ctone)
Requirenent:: Flat
below
Qsestion: For each action in the list, are the requirenente net?
Ansper:
North
Requirenent: ground
agent. Yes, the requirerent in net an there no obstacle zentioned in the observation to the north.
(chop tree
wood)
Requirenent: Facing tree have zocezary So, the requirencnt is not not because the player is currently facing grase, not a tree.
zone zequired case).
Place Tablo
Roquirenent: inventory.
Yes, the requirenent 1s net because the player has wood in their inventory.
Wood. Pickaxe
Requirezent: Nearby
inventory.
2o, the requiresent is not not because the player basa't placed table yet.
Bouth (covards
Requirenent: ground
agent. Yes, the roquirenent is net as there's 's no obetaclo zenticned in the observation to the south.
Question: Did last player
Ansver:
Yea, the last player action succeeded. The player vas facing a tree at their froat (east) and took the action "do" to collect wood. After the action, their investory has 200d, which indicates that the action vas successful.
Question: Choose best executable
Ansper:
The best uxecutable action from above is 'Nove Forth" because ita reguirement (flat ground above the agunt) in net, and it highest priority
zequirenente fulfilled.
Qunalative Rwward: You action nove_north.
You steps your soutl-east
path stops to your norch-oast
Lree 2 stepa to your esat
iron 7 stepa to your north-east
steps your sauthreast.
You face grass at your front (north),
21

---

bealth: 9/9
food: 9/9
drink: 9/9
energy: 9/9
inventory:
wood: 1
QA
Queation: Action
Ansow::
Place Table
Qreation: objacts
objact, breifly
pravides
reqlirwent.
Assver:
Stame: Providex
reaource craft toola and build structurea; requirex uond pickaze or better nine.
Puth: Providea flat aurface
travel; requireents.
Tree: Provides sood resouzce craft toola build stracturea; zequizea any type ase to chop
4. Tram: Provides fron resmirce to craft advinced tools and vespons; requires a stons pickase or better to nine.
5. Cow: Providea food rezouzce restors health; requira type of wword hand to kill.
resource, 1uss
indicator; requrtennts.
Question: Waat, wea the laat action taken by the playee?
Ansper:
The
by player "ooth.
Queation: For each object in the List, are the regoiresente not for interaction?
Ansowr:
player's
inventory and status:
1. Stane: No, as the player needs to craft a uood pickase with thair vood first.
Path: Yee, the requirenente
only for interaction, chop Tran: No, ax player needs craft abone pickaxe baforw they can iron.
flat surface travel.
player
6. Cost: Yee, the requareennt are met for interaction an the player can atterpt kill cou with their hands once they craft suord.
Yes, requirexente are for interaction as it only cervos location indicator.
Qseation: List top sub-taska the player shauld follow. Indicate their priority out, of 5.
Ansper:
Priority
pickaze using wventually, iron.
anventory.
player
and,
Priority 4/5: Chop tools, peapone, and build structures.
treee gather adcitional wood. This that the player enough resources craft
3. Priority 3/5:
Interact with the cow to obtain food resources. This will help the player maintain thair health during the weapon
Mote that
make process easier, it's ixnodiate priority.
Oseation:
Vest are the requirenenss for the top aub-tack? What should the player firet?
Anzper:
Requirements crafting wood pickaze:
Searty table
Wood in icventory
The player aiready wood their inventory. they have.
should pickaxe this table.
using the
table placed, player
Question: List top actioon the player should taže and the requirenent for each action. Choose DNLY frox. the 1ist all Indicate their priority
Priority 1:
Place Table (required: Wood in investory)
2. Priority 2: Hake Vood Piciaate (requred: Hearby table, wood in inventory)
Peiority (zequired: Facing 2ree, necessary
East (requized:
right of agent)
Peiority
Pickaze)
6. Priority 5: Collect Stone (required: Make Hood Pickaxe)
Question: For each action
the requircnente nct?
Ansver:
1. Place Table: Yes (Wood is available in the investory)
2. Make Wood Pickaze: No (A nearby table is requized, shich has not been placed yet)
ground present the right of agent) Do: (Facing iree zequized, and the agent currently facing grasa. Also, Pickaze requized, shich noc
Eeat:
yet crafted)
B. Collect Stone: No (A Roed Pickese requized, which is crafted)
Question: last player action euccoed? Why?
Ansver:
Yee, the last player actiion tnove_norsa succeeded because there was flat ground (grane) to the north which allowed the player
dirwction.
Question: Choose the best executable action from. above.
Ansowe:
The executable action
abova *Place Table" requirenmn (Wood in inventory)
Stap:: Cunulative 1. You action place, Lable.
You steps your southreast
22

---

atepa your north-east
atepu to your waxt iron 7 stsga to your nor dhtaaat cou steps to your south-east
You fuce grasa at your front (north)).
Your statua:
bealth: 9/9
food: 8/9
drink: 9/9
energy: 2/9
inventory:
wood:
QA
Queation: Action
Ansver:
Make aand Pickaze
Osestion: objects regeinment.
each object, breifly resource it provides 158
Ansver:
Stane: Provides
uood pickaze to collect.
provida Tewe: Providea wood rwsource, no specific tool requied to collact, but ase would naka it faster.
requireeet
4. Iron: Provides 1ron resource, requires stone pickaze to collact.
5. Cow: Providex food resource, specifis taol required to callact, but avord will rake it was malier.
Does not provide resource, requirenent interact.
Queat.ion: Vhat, wea the laat action taken by the player?
Ansper:
The
by player "place_table." table."
Qsestion: For each object in the Liet, are the requirenette not for interaction?
Ansoer:
Stone: requirement
good packaze not
player has already placed
good their
investory to make a wood pickaze.
2. Path: No repurerants meddd for interaction, the player can move on the path.
Tree: specific tool required, bet would up procese. The player interact with withour any requiresents.
Tron: The requi renent of stons pickaze in not net yet, as the player needs first collact stone craft atons
picisare using the placed table.
Gos: No specific tool required, but sword would help. The player interact with the without requtrenects.
Grass: requirenetto needed for interaction, the player can zove the grass.
Osestion: List top sub-tanke the player should follow. Indicate their priority out of 5.
Ansper:
Collect stone (Priority:
player should harvest iron and progress further in the gane.
to craft etone pickaze,
Graft wood pickaae (Priority: 6/6):
should cratt wood pickaze using their wood placed table, they collect stome for naking stone pickaze other necessary tools.
The
3. Approach and collect sood tron the tree (Priorsty: 3/6): The player chould collect more wood fron the tree, 1t esceatial
for
additional
veagen for defeuse.
Qsestion: Vest are the requirenents for the top sub-tack? What should the player do firet? Ansper:
The top eub-task is to collect
The requirenents this
1. Baving wood pickaxe, shich is needed to collect stone.
achieve this aub-task, the player
firat craft vood pickaze. Since already have placed table and wood their inventory, they can use these resources to craft the pickazo. Folloving crafting, the player can use their sood pickaae to start collecting stoze.
Question:
chould actions. Indicato their priority out
List
requirenent for action. Choose ONLY frox the 1ist all
Ansver:
1. Priority 1: Make Vood Piciaze
Requiraset: Hearby table; vood inventory.
2. Priority 2: Nove East Requirenent: Flat ground right to the agent.
Priority (Collect stonc)
Requiresent: Facing stone; have wood pickaxe.
Priority Nove Bouth-Eaat
Requiresant: ground in southeeast direction the agant.
5. Peiarity 5: Du (Chase eau)
Requirasont: Facing cou; specific tool requized.
Queation: For euch action in the list, are the reguirenenta net?
Ansper:
Priarity Wood
Reguirenet:: Yearby table; wood investory.
Sequizenesta zot: Yeu, the player has placed a table and has wood in their iaventory.
Priority Nove Bast
23

---

Requirezent: Requi reeentx Yex, player nove there thee stapa the ground right. to agest.
agant.
Priority (Collect Requiresent: Facing atons; have sood pickase. Bequizesnts zet: Partially, the player needs to ficot craft veed pickaze (Priority and then face stone to collect. it.
Priarity Nove South-Fast
Requirmeent: Flat ground in the southweatt disection of the agent. Requizenenta mex: Yea, ua there is cou 4 stega the playez's south-oust and atose 7 atepo to the southreust, it ground
indicaten
6. Priorisy B: Do (Chase cow)
Requirarent: Pacing
specific tool required.
Requizeeenta Partielly. player currently fasing They Priority
direction
cou chase it.
Queation: Did the last player action succeed? Mky?
appнatа that last player actiion "place, table* succeaded,, nn there nention any faillre nost recent gazs observation. Add tionlly the player's inventory ahous a deduction of wood, whish would have been used to ceafs
the table.
Question: beat executable
above.
Ansver:
The beat acecutable action from the list aboow la Priorisy 1: Nake Vood Pickaze, all the requiteentt for this action player nearby
inventory.
You action make, vood vood_ pickazs..
You
stone stops your south-east
path steps to your porth-east
trae steps to your aast
north-east steps your
stops
You face grass at your front (north),
bealth: 9/9
food: 9/9
9/9 energy:
Your inventory:
Question: Action
Ansper:
Qsestion:
List objects in the current obeervation. For each object, broifly anseer shat resource it providee and 19e
zequirenent.
Ansper:
resource, required cratting pickaze to collect.
building structures. Requirenent:
Path: Provides flat
for travelling. Requirasent: simply walk
3. Tree: Prorides wood resource, required for crafting tools, zeapone, and building structures, Requirenent: Use hande or an to chop it doin.
Iron:
resource, required for crafting
peapone. Bequirenent:
picisaze mine.
6. Col: Prorides food resource vhen killed that restores health. Requirement:: Bill con with weapon or tool.
Question:
taken the playor?
Insper:
The last action taken by the player waa make vood pickaze.
Question:
object l1st, are the requirenente
interaction?
Ansver:
1. Stone: Yes, the zequirexent of wood pickaze is net, as it is in your Inventory.
Path: Yes,
no apecific requiremens inceract path, you can on
3. Trew: Yes,
intaract with the tree using hands
(ulthough ace vould be norw afficient).
Iron: No, you currently have pickaxe, but you stone pickaxe iroa.
B. Cous Yea, you interact with the cou using tool or although using seapon (like aword) would be pore
Question:
List top sub-tasks the player should follow, Indicate their priority out of 6.
Ansow::

---

Peiorisy 4.5; Collect wwwllable the inventory, an collasting stons is posxible.
player needs
pickaze for siaing iron. wood pickaxe
2. Priority 4: Graft Stone Pickaxe Artor collecting steme, the player should craft stone pickaze wsing the weed and inventory
ablw rine iran.
3. Priority 3.5: Mine Iron Duce the player has crafted stone pickazo, they can wine ixon to eventually create irem tools and cuspons, which arw stronger and more efficient.
Queation: What: are the requi rements for the top aub-task? What should the player firat?
Ansver:
Top sub-iank: Collect Stone
Requirments Collect. Scone:
Make a Wood Pickaze (Aleoady in the playar'a la inventory)
the player should de first:
tovards atone: the atone atepo to player's 'a aouth-east, the player should navigate touarda by voving wast and south untill they reach the stone.
2. Nine the stons: Cnow at the stone location, the player should use the wood pickaze they have crafted to nine the atone.
Queation::
List top actiona the player should take actions. Indicata their priority out of 5.
requirenant for each action. Chonss DNLY from the 1iat all
Ansper:
Fast. (Prinrity Reguirmaet::
ground right of apent.
South (Priority 2): Requirament: Flat ground balow the agant.
3. Use Kood Pickaze (Priority S): requirenent: Pacing the atons; have necensary taol (wood pickaze) in inventory.
4. Movw the (Priority 4): Mavigate to the by noving in the directions necussary to reach ita location, degending
on position the player after obsaining stose.
Do (Priority 5): Defeat the cow: Requtremmt: Pacing the cow; have necessary taol (weapon) or use hare hands defast the cow.
Queation:
regeiraeents
Ansvwr:
1. Nove Bast (Petority 1): Yee, the requiremett is net, There's flat ground to the right (east) of the agent.
2. Hove South (Prierity 2): Yea, the regu irwentt ix There's flat ground below (aouti)) of the
Use Wood Pickaze (Priority 3): The requirenent will be once the player facing the stone with good pickare
their inventory.
4. Nove to the now (Priarity 4): The regrirweant will be nat onnw the player navigatan through the tarrain by noving in the necessary directions reach the con's location after obtaining the stone. Defeat
once the player facing weapon) in in thair inventary or they can uan their hare hands.
requirenent
necessary
Qsestion: Did the last player action succeedy Why?
Ansver:
Yes, the last player action to nake a wood pickaze sacceeded. Thir ie because the player had the necessary requirenents, which vere having wood an their inventory and being sear table. Since both requirennte vere net, the player z8s pickaze.
ablo
Qseation: Choose the best executable action from above.
Ancper:
The executable action fron above "Nove Bast" (Priority the requiremmt having flat ground the right east) of agent not.
Stwp 9, Comulative Resard: 0. You took action a07e__ast.
You
graas steps to your weet stone steps to your east
path 5 stops to your north-east
ateps your north-east
irrmn stops to your north-cast
coo 4 steps to your couth-cast
You tree your (east).
Your status:
bealth: 9/9
food: 8/9
drink: 8/9
energy: 9/9
inventory:
wood:
QA
Question: Action
Ansver:
Questiimm: List objects in the current ciservation. For sach object, breifly ansver what resource it provides and its
zequireannt.
Ansver!
3. Greas: Providea no resour ces, no zuguiremetts.
2. Stone: Provides stone resource, zequirea a wood pickaze or betcer mine.
Providea reamurce,,
regrirenent..
Coal: Providea coal. resource, requires wood pickexs or better nins.
5. Iron: Provides fres resource, requires a stone pickaze or better to nine.
Cow: Providex food reanurcs vhen defeated, apecific tool raquireeent for defanting but, veapon auch aword Sx
reccessnded.
25

---

Tree: Provides vood requizes speciric tool collect but using efficiens.
Queation: Vhat wea the laat action taken by the playue?
Ansver:
The action by player
Question: For each object in the list, are the zequirezente net for interaction?
Ansow::
No specific requirerents,
Stane:
Requires sond pickeas or better to mine. The requirment ix net the player hax wood pickaze thair investory.
B. Path: No specific requitenats, it is net.
the player unod pickase their 6. Iran: Requirea stona pickaze or better to sise. The current requirmmon: is not zei, as the playur only has a wood
Cowl; Reggirea uood pickass
The requirmant
investory.
pickaze in their inventory.
Ko specific
requirennt for defanting,
seagon recossended. The current requireeett
the
player does not have a veapon in their lnveatory.
7. Tran: No spacific tool required to collact unod, so the requirarent is set. Rossvar, using an new aould be nore afficiant, and the player dowa not have ase in their inventory currently.
Queation: List top sub-taaka the player should follow. Indicata their priority out 5.
Ansver:
Gollect stone (Priority: 5/5) - To
stone pickaze, player needs collect stone, They xine the stone since
they
pickaze their inventory.
2. Make a stone pickaze (Priority: 4/5) - After collecting stone, the player abould craft stone pickaze, which will allox then to mine iron and progreza further in the gazn.
Collact wood and nake weapon (Priority: 3/5) Defeating a caw for food and defending against possible nonebera will be aasier al vespon. Collacting vood and crafting sood or stoms sword should be priority.
Qseation:
requirenents
tap asb-task? What should player firat?
Ansver:
lequiremente for the top rub-task (Gollect stone):
Have wood pickazee in iaventory (Player already oue).
The player should firat. nove touards the stone they san staps to the wast. Once they are adjacent: to the atone, they can
xine it their pickaze collect
Queation: List top actiona the player should take and the requi for each actioon Chonne DNLY from the 1att all actions. Indicate their priority out of 5.
Ansper:
Peiority 1: Hove East steps) Requirenent: Flat ground to east the player.
2. priority 2: Do (Kize Stone) Requirenent: Pacing stone and have a good piciaazo in inventory.
3. Peiority S: Nove tovarde the iron (north-mast) Requireeent: Flat ground in the north-east direction. Priority
(Kine Iron) Requirenent: Facing iron have craft stone picisaze).
pickaze investory (cace player collects
enough stone, they
6. Priority 5: Hove touarde coal (north-east) leeqstreeet:: Flat ground in the narth direction.
Osestion: For each action Ansveri
the requirenente net?
1. Priority 1: Hove Bast (1 stepo) Yee, the requireennt of flat ground to the east of the player is met, as the player is currently facing tree to the east. (Kine Stone)
yet, 3. Priority 3: Hove tovarde the iron (north-eaet) Yes, the requirenent of flat ground in the north-east direction ie net, as the pash is 5 stops Priority 4: Do (Kize Iron)
Priority
the requirenent of facing and having wood pickaze in inventory as player ncods nove clocer to stone steps the east) and face it.
the north-east.
the requirenett of facing iron and having stone pickaae in inventory net yet, iron (which
as player neede player needs to collect enough stone and craft a stone pickaze.
cleeer
steps the north-east) face it. Addstionally, the
6. Priority 5; Hove tovards coal. (northeasst) Yee, the requirement of flat ground in the north-east direction is zet, coal is stopa avay the north-east.
Question: Did the last player action succoed! Why?
Ansver:
Yes, the last player action, jast, succeeded. acticn succossiul because there flat ground (grass) the cast of playor, alloving then to move in that direction.
Question: Choose the best executable action froe. above.
Ansver:
The best executable action from the above Priority 1: Nove Bast ateps), an the requirenent of flat ground the cast of the playor is already net.
Stap: 10, Casulative Reward: 0. 0.O You took action move_oast.
You see:
grass 1 steps to your west stone atepa to your wast atepa your north-east coal stops to your norch-oast
iron 6 stega to your nor thewaat
You
your (eaxt)..
Your status:
bealth: 9/9
food: 9/9
26

---

drink: 9/9
enwrgy: 9/9
Your inventory:
QA
Question: Action
Ansow::
Queatiin:: List objects in the current oiservation. For each object, breifly anscer what rwadurce it provides and its reqlirmmnt.
Grezs: Besourcs it providea auplings for planting grozing planta (optional); Requirament nome.
2. Stane: Resource it provides stone for crafting tools, vesyona, and building structores; Requirement good pickaze or better for collecting.
it providea navigation and Coal: Resource it provides
Puth:
aoverwat; Requitvent
for amelting iron in furnace; Requirerant wood pickaxe or better collecting.
5. Tram: Rescurcs it providea iron for crafting advanced tools and veapons; Requirarant. whone pickaze or better for collecting.
Tree:
crafting tools, veagons, building structures; Requirenent: with handa) or uan ate faster collactioo.
it provides
collect
Note: The nentioned in
not present step it's not included the 11st.
Question: Viat was last act taken by the playur?
Anager:
The laat action taken by the player wax wast.
Queation:
For each object in the list, are the requiraments net: for interaction?
Ansver:
need tools interact with collacting stone, you 3. Path: Yee, the requirenent for interaction are not, You can navigate and nove on the path without any additional tools requiraaant..
Graze: Yes, the requirezents for interaction are
regsireants
pickazs
only have one piece
your inventory.
collecting cool, and you 5. Tram: No, the regerreenta for interaction are not set. You need stone pickaza or better for cal collacting iron, and you currestly den have
Coal: No, requiremente
interaction are not zet. only have one piece of wood in your inventory.
good picisare
reguirenente interaction net, you have one) for faster eall cellectioo.
without any use
Qsestion: List sub-taske the should follow. Indicate their priority out
Ansver:
1. Priority Collect more wood: Interact with trees to gather enough wood. Vood is an ossential resource for crafting basic toole, veagone, and building structures.
Priority
pickaae:: you collected enough good, cratt pichaxe using table. pickaze is required to collect stone, coal, and other resources.
Priority Collect needed to craft better tools, veagons,
and coal: After crafting rood picinrs, collect stone and coal. These resources will
furnace for anclting irea.
Qsestion: Vest are the requirenents for the top eub-tack? What should the player do firet?
Amsver:
For the top sub-tack,
collecting more wood, requirenente are:
1. Interact with trees to gather wood.
player do firet:
The player should nore towards a tree and interact with it (face the tree) to gather wood. Biace the player currently faces tree to their east, they can directly interact with that tree to collect wood. This will help then accumlate required for crafting basic toels
Question: List top actiooss the player chould take and the requirenent for each action. Choose ONLY frox the 1ist of all actions. Indicate their priority out of E.
Ansper:
Priority (Interact a
gather wood)
Beguiresent: Facing tree and have necessary teol for ne tool required for wood).
Peiority
Table (Place crafting table)
Bequiresent: Wood in invencory.
3. Priority 3: Make Food Pickaze (Craft a wooden pickaze) Bequiresent: Hearby
inventory.
Priorisy 4: Hove East (Nove Louarda the stone stapa to the waat) Bequiremont: Flat ground right to the ageat.
Peiority (Iaterac: atona gather using vood pickazo)
Beguiresent: Facing stone and have the vood pickazo.
Question: For each action the Ansver!
the requirasents net?
1. Priority 1: Da (Tateract with a tiee to gather vood)
Bequirenents net: Yea, facing the tree and no tool is required for collecting vood.
Peiarity 2: Table (Plaow a crafting table)
Beguiresents not: Yeu, there is 1 wood in the investory.
Priority 3: Make Rood Pickase (Crnft wonden pickese)
27

---

Bequiresents
should
Priority 4: Nove East (Nove Lowarda the stone atopa to the weat) Bequirenonts net: Yea, there is flat ground to the east.
Peisrity (Iaterac:
atons gather using vood pickaze)
Beguiresants net: No, the wood pickaze should be crafted before interacting with the atose.
Question: Did last player action succead? Mly?
Ansowr:
Yeu, the last player action (nove, (sove_eant) succeeded. The player una able to move one step to the west becuuse there was so abs cestaclu oz barrier blocking their as evidenced by the cbservacion that there is one their veat
Question: Choose the best executable action fzom above.
Ansow::
The ezecutable action
Priorisy (Interact action zut. The player fucing tree,
requized collecting enquiteenna for
Stap 11, Comulative Baward: You Look action do.
You
atone atepa to your wust
path 5 steps to your northreast
trae ateps to narshrwast.
steps your north-east
iron steps to your northreast.
You
(east)..
atatus:
bealth: 9/9
food: 9/9
energy: 9/9
inventory:
good:
Osestion: Action
Ansper:
Question:
List objects in the current obeervation. For each object, breifly ansver shat resource it provides and 1se
3. Stane:
Provides des stone resource used to craft tools like stome pickaaze and stone muord. Requirenent: Hake Wood Pickaze
collect stone.
Path: Provides navigable
explore the vorld. Requirenent: Noze.
Zree: Provides sood resouzce
craft soels, weapons, no tool or Kake Food Axe to collect sood efficienrly.
structures. Bequirenent: Do action
4. Coal: Provides coal. resource used crarting torcher and tuel for furnacee. Sequirenent: Halse Vood Picisare to collect
Iron: Provides iren resouzce
craft tools iron pickaxe
Requirenent: Nake Stoto Pickaze
collect iron.
6. Grass: Provides basic terrain navigate upon. Requirencat: Hoze.
Usestion:
the player?
Ansper:
The last action taisen by the player was "do."
Question: each object the list, are the zequireseate interaction?
Insper:
1.
Stone: Yes, you have Rood Pickaze (requirezent net).
Iree: Yee, you do needed for interaction (requirenent zet).
Path:
tool (requirezent 4. Coal: Yes, you have Rood Pickaxe (requiresent net).
6. Iron: No, you need Stone Pickaxe to collect irea (requirenen: not act).
zequirasent seeded
(requirment
Question: List top sub-taske the player should follow. Indicate their priority out of 6.
Anaver:
Craft Stone Pickaaxo (Priorsty: 6/6): Collect
using your Mood Pickaxe,
Pickaxe
collecting
2. Collect Coal (Priority: 4/6): Using Hood Pickaze, collect coal fuel a furnace for later axolting.
Craft Stone (Peiority: 3/5): After collecting anough acone, craft Stone Sword isprove your ability against monstors.
Question:
requirenenta for the top aub-task? Vhat abould player firat?
Ansver!
The requiteenta for the top sub-taok (Craft a Stose Pickaze) are aa follows:
Collact player gasher anough using Mand
Place Table: player auat craft crafting table, which requizes having wood inventory.
3. Make Stose Pickaze: The player aust near the crafting table with anough wood and stone in the inventory.
28

---

The player should
they crafting placed. If they should place crafting table using the wood in their inventory. the table is aut, the player should gather sore stone using their Vood Pickaze, and then return to the table to craft the Stone Fickazw.
requirarant for action. Chanse ONLY frox the list all 1. Priority: 5/5 Place Tuble (Requiremnt:: Hood in inventory)
Queation: List top actiona the player should actiona. Inlicate their priority out of
Ansver:
Bince the player has vood in their investory, they should place table parforn crafting actions.
2. Priority: 4/5
Pake Hond Pickase (Requireeent: Bearby table; sood in investory) Mith table placed and wood available, the player should create Vood Pickaze to gather atons.
Priarity: 3/5 Hovw East or Morth-Fast (Raquirment:: Flat ground the desired direction) The playez should seve towards the acone (eaas) or towarda the path and other resourcea (sorthreat).
Priority: 2/5 Do (Facing atone; Opon reaching the stose, the player should use their Mood Pickaxe to collact the atone.
Hood Pickase)
gather higher-tier s. Priority: 1/5 Pake Stone Pickexe (Baquirament: Jearby table; wood, atone in inventory) acquiring enough stone, player return to crafting and rRaCUrOwa like iron.
Orestion: For each action in the 118t, the requirasente net?
Anaver:
Place Table (Raquirment: Wood investory) Yea, requirseent sut. The player has wood their inventory.
2. Make Kood Pickace (Rmquirenent:: Nearby table; wood in inventary) No, the requirament is not ywt. The player reads to place table firet.
3. Nova East or North-Raat (Raqsirwaett: Flat ground in the desired direction) Yea, the requireentt is ret. Flat ground is avaslable both the east and north-east diractions.
(Facinn stone; havw Wood Pickaze) No, the requirenent is not net. The player needa to havw Kood Pickaoe first. and needs to face stone to collect it,
Store Pickaae (Requizenent: Nearby table; wood, stone inventory) Bo, the requirexent is nct. The player needs to place a table, craft Wood Pickaxe, and gather stone before raking Stone Pickazze
Qsestion: Did the last player action succeed? Why?
Yeu, the last player action aucomeded. The player vas initially facing a tree the mast, after taking the "do" action, they now have an additional piece of wood in their saventory, indicating that they ruccestully chopped down the tree.
Question: Choose the best executable action fron, above.
Ansper:
The exocutable action from prorided 1ist
Hove East or North-Bast (Requirenens: Plat ground in the dessred direction)
Siace the player required tiat east) or tocard the path and other resources (north-oast).
both east and north-east directions, they toward the etone
Step 12, Cunulative Revard: 0.0+eeeeeee You took action a07e_east.
You
stone steps your
path steps to your north-east tree d stops to your north-east steps your north-east stops to your norch-oast
You face grass at your front (east).
statue:
health: 9/9
food: 8/9
9/9
energy: 8/9
Your inventory:
wood:
Question: Action
Ansper:
Question:
List objects in the current observation. For each object, breifly ansver shat rosource it provides and its reguireent..
Ausver:
Stone: Provides stone resourco Which used to craft stose tools and weapoze; requires wood pickaze or bottez collect.
2. Path: Allova easy novesent and navigation; reguiresant to interact.
Trew: Providea
which Coul: Providea coal. resouree shich used foel for seelting and crafting Larches; requicea vood pickuse better
wonden
structures; requirea hands collect.
5o collect.
5. Tran:
Providea fron rasoirca which is used to craft iron tools and swapona; requirea stone pickass or better collect.
29

---

and with shovel obtain dirt; has direct but be cleared create spacw for other structaraa.
Providea
Question: Vhat waa the last action taken the playoz?
Anaver:
The action taken by the player was nove
Queatiio:: For each object in the liat, are the requireeents net for interaction?
Acsver:
Stam:: Partially ret. have uood pickace or batber, it is not specified that you currently have equi pped.eed
2. Path: Yet. There arw no regsimeent to interact with the path, and you can nove or valk on it.
3. Tree: Partially set. You can colluct good with an axe or hands, but it not spacified that curruntly have ase
equippeed
using your
pickase or bettar, 6. Tron: Not net. You need stone pickaze or better to collect iron, and there is no indication that you currencly have it. requirmeets interact. with grass, and you walk it clear it as needed.
Coul: Partially zet. You have
not apacifled
you currently have equipped.
Graza: Mat., There
Question: top sub-taska the player should follow. Indicate their priority out
Anaver:
1. Priority 4/5: Graft stone pickese - In order to collect iron and progeeza the gaze, need to craft. atone pickaze. your inventory,
you already
stone nearby, this sbould your priority.
2. Priority 3/5: Collect, coal With your sood pickasa or better, collect coal from the swarby deposit, Doal is a usefel resource for anelting and crafting torches, which will benefictal you progress in the
Priority 2/5: Collect. enable to craft more advanced tools and unapons, further inproving your abilitien in the gaze.
crafting atone pickaze, use
nearby iron deposit. Dollecting
Osestion:
requirenents for the top eub-taek?
player
Ansver:
For the top sub-taok of crafting atone pickase, the requiteents are:
Collact
will
pickaza.
stape your
2. Place a table: You will need table to craft the stone pickaxe. You alrendy have wood in your iaventory, so you can place table.
Vhat the player should do firet:
1. Nova eaxt. to the atone location; To collact the stone, you need to nove closer to it. Move steps mas to reach the
Queation: List top actiona the player should take raquirement for action. Chonas DNLY from the Hatt all actions. Indicate their priority out of 5.
Ansper:
are the top actions the player chould take along with zoquirenente and priority (out of
1. Nove Bast (Petority: 1): Requirenent: Flat
agent,
Purpose: Get closer
crafting stome pickazz.
2. Do (Priority: 2):
Requirement: Facing
naterial; necessary tool.
Purpoze: Collect the stone whea you zeach for crafting tools like stone pickaxe.
3. Place Table (Priorsty: 3):
Requirezent: Wood inventory.
Purpose:
Place table able to craft etone pickaxe..
4. Make Food Pickaze (Priority: 4): Requirenent: Mearby table; voed investory.
Parpose: Cratt wood pickaxe seeded collect stone.
6. Make Stoze Pickaze (Priority: 5): Requireseut:
table;
inventory.
Purpose: Craft stose pickaze to collect advanced naterials like 1rea.
Question: For each action in the list, are the zequirenents net?
Ansper:
For actson in list, see the requiremente met:
1. Nove East (Petority: 1):
Requirasant:
right agent. Status: Ket (You face grass at your front (east).)
2. Do (Psiority: 2): Requirenett:
naterial; necessary tool. Status: Not not yet (You need to near stone and have the necessary tool.)
3. Place Table (Prierity: 3):
Requirasat:: Mond in inventory.
Statua: Ket (Your lnventory containe vood.)
4. Make Rood Pickaze (Priority: 4): Sequiresent:
table; veed inventory.
Status: Not not yet (You need to place table first.)
B. Make Stoze Pickaze (Priorit:: 5): Requiraeett: Nearby table;
inventory.
Status: Not net yeu (You noed to place table and have stose in inventory.)
Queation: Did the last player actiion succeed? Why?
Acsver:
30

---

the player action (sove_east) succeeded Tove in that direcctoon
ground the of player, alloving
Question: Choose the best executable action Irom: above.
The executable action from the is:
Novw Best (Prierity: 1)
Sequireant::
right agent.
Status: Ket. (You face grans at your froet (aaat)
Stap 13, Conulative Rasard: You took action 20ve_eaat.
You
atone atepa to your eaat
path steps to your northreast
trwe 3 stepa to your norch
steps your
ateps to your northwwaxt.
You face your frons (east)...
atatus:
btalth: 9/9
food: 9/9
energy: 9/9
inventory:
Osestion: Action
Ansowr:
Place Table
Queation:: List. objacts in the current observation. For each objact, breifly anscer shat resoirce it pravides and ita
Stam:: Procidex stone rиsоures crafting toolx building rateriala; requiras wood pickaze or better collest.
requirement to collect, 2. Path: Not resource, but provider easy navigation and novement across the torrain.
Tree: Provides vood
for crafting tools and building saterials: any sool.
collected with
Coal: Provides coal. resource for fueling turnaces and enciting rateriale; requires sood piciaze or better to collect.
5. Iron: Provides iron resource for crafting advanced tools and unapons; requires stone pickaze or better to collect.
Not
vieual elexent the
Qseation: Vhat wae the last action taken by the player?
Anzper:
The
by
Question: For each object in the list, are the requirezente nct for intoraction?
Ansper:
Based the
inventory:
Stane: Yes, the requirezent is net, as the player has wood piciaae or better.
2. Path: Yes, the zequirement is net, the player can alvays aove and navigate the path.
Tree: Yee, requirenent
requirenent net, the player collect uood their hands any tool.
the
Conl: Yes,
pickaze
6. Iron: No, the zequirement is not zet, as the player needs stone pickaxe or better to collect iren, but currently only has uood pickaaee.
requirezent
the player alvays
grass
visual eleneut.
Question: List top sub-tarke the player should follow, Indicate their priority out of
Ansver:
Craft
inportant progress player to ixon, which 15 needed, crafting advanced boole weapons.
(Priorsty:
pickaxe allows
2. Collect coal (Priority: 4) Collecting coal should be the next priority to fuel furnaces for enelting iron once it's collected, Coal essentiul for advancing
gane and crafting higherrlevel
veagona.
3. Collect nore wood (Priority: 3) Gathoring zore 2ood is important, as it is a basic resource used for crafting tools, and building saterials. The player should prioritize this tasl to unsure they have snough wood for future needs.
Question:
Vatt are the requiremena for the top aub-task? Vhat abould the player do fixut?
Ansper:
The top sub-task is
pickase, and requireenta
follows:
1. Collect vood
2. Plane table
Make wood pickaze Collect stone
Slace the player already has 2 pieces good in their Inveatory, they can do the following stepe:
Place table using
the inventary.
2. Craft wood pickaze using the placed table.
3. Collect stone using the wood pickace.
Cruft pickaze using the collected
table.
31

---

Queation:: List top actiona the player should take requiremant for action, Chonss DNLY from the liat xl1 actiona. Indicata their priority out of 5.
Ansper:
Priority
Tahle: Requires
investory (the player already has
wand)
Peiority Make Wood Pickase: Requirea nearby table (after placing oue Peiority 1)
3. Priozisy Nove Bast: Flat ground to the east of the player (to get closer to the stone)
4. Priority Nove Reat: Flat ground the wast of the player [to reach the stons)
Peiority
Facing
pickaze collect
Queation: For each action in the list, are the raquirenents owt??
Ansver:
Table:
requi resent
the player places
inventary.
Nood Pickases Not. ywt, the player should first place table (Priarity action) to mest requirmeent.
3. Move East: Yea, the requireeett is zut as the player observea flat ground to the east.
4. Novw Fast: Yea, the repuitenent
net the player observes flat ground the mast. Do: Not yet, player ahould first
wood pickaze (Priority actica) and
(Priority
actions) to nest the requirenents.
Question: Did the last player action aucceed? Why?
Yex, the last player action ancoweded because the player abla to nove waat, which is wrident from the change the player's olservatiios of the aurroundings after taking the action, The player faced grasn at the freat. (muat), which east.
indicates that there was flat ground alloving the player
Question: Chooas best axecutable action Irom above.
Ansver:
The beat wcecutable actiion from the above liat ia Priority Place Tahla, the raquirmeet for this action alrwady with player having pieces wood in iaventory.
You action place, table.
You
grass stops to your pest
stone steps to your east
path 3 xteps to your north-east
steps your
steps your north-east stepu to your narthweast.
You table frons (east)..
Your statuc:
bealth: 9/9
food: 9/9
energy: 9/9
You nothing inventory,
QA
Question: Action
Ansper:
North
Qsestion:
List objects in the current obeervation. For each object, brosfly anseer shat resource it providee and 19c zeqLirenent.
Amsper:
Provides no resource, requirenent interact.
2. Stone: Provides stone resource when nined with 20od, stone, or irom pickaze.
3. Path: Provides no resource, helps savigation, no requirenent to interact.
when chopped with xined with wood, stone, izea pickaze. 6. iron: Provides iroe resource when xined with a stone or iron piciazo.
Provides
requirenent interact.
Coal: Provides coal. resource
7. 7able: Provides crafting station for tools and veapons, requires vood place.
Qsestion: was last action taken by the player?
Ansper:
The last action vakee by the player was placing table (place_rabiee table).
Question: each object the list, are the zequirexente
Interaction?
Ansper:
1. Graza: No requizenenta to interact, pickaxe sining. Currently, you don't pickaze, requiresents
the requizenenta net.
Bequires
net.
3. Path: No requizerenta to interact, so yea, the requicesnts are set.
4. Tree: Bequires an axe to chop for wood. Ourrently, you doa't have axe, the requirenents net. pickase aining. Currantly, you
Requirea
pickaze, reguiresents
not net.
6. Iron: Requizes stone or iron pickaze for sining. Currently, you don't have a piciaze, so the requirenonts are not net.
7. 7ablw: No requizenenta to interact it's already placed, so yea, the ruquirenena arw
Question: List top sub-tasks the player should follow. Indicate their priozity out
Anaver:
1. Craft Vood Fickaze (Priority: 5/B) Crafting wood pickaze allowa you nine stose, coal, and iron vhich aze for prograasing
gans.
2. Collect Stone (Priority: 4/5) Dace you have vood pickexe, collecting stose is ixportant to create stose tools and vell building atructurwa like furnace.
32

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Coal and Irea (Priority: After obtaining pickase collecting nining coal from provide you with recussary reaourcea to make better tools ueagons, including en iron pickass for obtaining diamonda.
Question:
What are the requironenta for the top sub-task? What should the player do fizat?
Anaver:
Top Sob-task: Ceaft Wood
Requiraments:
Table: have
table.
incentary: currently have in your inventary.
Viat should the player do fizst?
The player should
sore vood fulrill requireeet crafting vood pickaze. They take nove_north to approach the tzee and then use the action do to collect the vood.
Queation: List top
requiterent action. ONLY feox all Priority 1: Nove North (Raquireeet:: Flat ground above the agent)
player should actions. Indicate their priority out
Anager:
player
approach
2. Priority 2: Da (Requiraaett: Facing creature or naterial; have necezsary tool)
The player should pertors the "Bo" when facing the tree collect wood. tool. for collecting wood
3. Priority 3: Nove South (llegsireeet:: Plat ground below the agent)
kftwe coll sollecting the wond, the ahould nove back south towards the table.
Priority 4:
Nake Vood Pickaze (eequirenet:: Hearty Table; vond inventory)
With anough vond in the investory, the player ahould create uood pickaze using the previonaly planed table.
ground right Aftar crafting sood pickaze, the player should move east towrrda the stose use pickaze collect. atone.
Priority Best (Reguirwent:
agent)
Qreation:: For each action in the list, the requiraaents net?
Anzver:
1. Priority 1: Hove Borth (llequireeet:: Plat ground abore the agent)
Yex, the requireentt is rat. There in a flat ground above the apent (tree is 3 stapa to the north).
Priority (lequtrexent: Facing
material;
necessary
No, the requirment not net yet. The player neads to nowe cleser the firat (nove North).
Priority 3: Nove South (lleuurement:: Klat ground below agent)
Yes, the requiresent is zet. Bouever, action should cnly be porformed after the player completes action
4. Priority 4: Nake Vood Pickaae (lequirenent: Hearby Table; sood in inventory)
the
player nearby table enough
inveatery.
Priority 5: Hove Best (Hequiremen:: Plat ground right to the agent)
Yes, the requirenent is zet. Stone is 2 stops to the east, so there flat ground to nove east. Hovever, this action after player
chould onl be
action
Question: Did the last player action succoed? Khy?
Ansper:
the player action aucceeded because player vood inventory and they able the table (east).
Question: Choose the best executable action froz. above.
Ansper:
Priority North, requirenent currently net, the step in the suggested sequeace of actiion..
executable action
Stop: 16, Comulative Rovard: 0.0 You took action move_corth.
You
stone 2 ateps to your east
path 2 steps to your north-cast
atepa your
steps to your norch-oast
iron 3 steps to your north-cast
table stepa to your southreast
You grass at your (north).
Your stazus:
food:
drink: 9/9
enwegy: 9/9
You nothing in your inventory.
QA
Question: Action
Question: List objects in the current chservation. For each object, breifly what resource it provides and ita requiraann..
33

---

Arsoor:
Stame: Resourcs provided atone, requiremett: wxing vood pickaze collect.
2. Path: Resource provided is a way so teavel quickly, requiremmt:: nose.
8. 7ree: Besource provided is vood, requireaet:: using hands or tool chop it dona.
Resource provided
reguireeett
pickaze
Iram: Resourcw provided from, ruquireent: using atoue pickaze better collect.
6. 7able: Resource provided is a crafting stacion, requirenent: placing it using wood collected from trees.
7. Graza: Besourcs provided is flat surface to walk or build upon, requirerent:
Qoeation: What: was last action taken by the player?
Anaver:
The last action taken by the player waz "nove_north".
Quention:: each object the list, are the requiraaents
interaction?
Ansver:
Stanw: No. the regaireant of having unnd pickaza is ax there nothing in the investory.
Puth:
requireaent having specific requiaeenta
Teee: Tes, you interact using your handa chop dovn cree.
4. Coal: No, the regsireent of having sond pickase is not nat na there is nothing in the inventory.
5. Tram: No, the requirmmnt of having stone pickase is
there nothing in the investory. steps your Graen: Yex, you can interact with the grass ns there are no spacific requi
fo, you
Oreation: Last aub-taake the should follow. Indicate their priority out
Chap dovs trew to collact vood (Priority: 5/5) Collecting kood ussnntia for crafting tools building saterisla.
Craft wood picisaze at table (Prioriby: Iron.
ss important for collecting resourcee each etone, coal, and wood pickaxe (Priority: 4/5) Stone necessary for crafting
and busiding Note: Player firet needs to move 2 stepe south-eazt to interact with the table for crafting.
Collect
Qsestion:
requirenents for the top eub-tack? What should the player fizet?
Ansver:
Top sub-taale: Chop down tree to callact wond,
Requirements:
Hove cleser to tree staps north).
2. Face the tree.
Use the proper interaction (chop the tree).
The player chould first nove 2 stops north to get closer to the tree.
Question: List actions. Indicato their priority out
chould and requirenent for action. Choose DELY frox the all
Ansver:
1. Priority 1:
Hove North (2 ctops) Requirement: Flat ground above the agent.
Priority Face
Requirenett: proxinity
Peiority 3: Chop doen tree (Do action) Roquiromar:: Facing
Priority 4: Hove couth (2 etops) Requirenent: Flat ground belov the agent.
5. Priority 5: Hake Vood Picisaze Requ:rement; Hearby table; sood in inventory.
Qsestion: each action
1ist, are the zequirenente nct?
Insper:
1. Priority 1: Nove North (2 stops) - Yes, the zequirezent is net as there is flat ground above the agent. the requirenent
Priority Face proxinity
the player
tree.
3. Priority 3: Chop doom tree (Do action) No, the requirenent is not net as the player is not yet facing the tree.
4. Priority 4: Hove couth (2 stops) - Yee, the requirenent is net because there 15 flat ground belov the agent. requirement is
Priority Make Food Pickase investory.
the player
yet have their
Question: Did the last player action succoed? Why?
Ansper:
Yee, the player action. "novo morth" succeeded because there ground (grace) in direction the player vanted 50 nove (north)) which not the requirezents for the action.
Queatimn: Choose beat executable action from:
Ansver:
The best exocutable action from the 1ist above is Priority 1: Nove North (2 stops), as its requirenent of having flat ground above the sut.
IemensennStop. 16, Cunulative Revard: 0, D.Deesnnnan
You Look action
You see:
grazz steps to your weat steps your southreaat path stops to your east
cool stepa to your nor theeaat
iron 2 stepa to your norch-east tabll staps your anithrwast.
You face tree at your front (north))
34

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recource bealth: 9/9
food: 8/9
drink: 9/9
energy: 9/9
You nothing in your investory.
QA
Oceatiom:: Action
Acsver:
Queation:
List objecta in the current ciservation. For each object, breifly ansver what resource it provides and ita regeitwant.
Ansoer:
3. Greas: Provides no resources but can be teaversed with no requirenents.
2. Stanw: Providex stone rexmurce, requirea wond pickare or better collact.
Puth: Providea
locations Tree: Providea wood as resource, requires sood or simply using hands collect.
seally
repirements.
5. Cosl: Provides coal wx resource, requiras wood pickare or better to callact.
6. Tran: Providea fron as resource, requirea stone pickaze or better collect.
crafting
for tools sespone, requires
construct.
Queation: Waat, wea the laat action taken by the playee?
Ansper:
The
by player
north.
Queation: For each object in the 1i8t, are the reguireeent not for interaction?
Ansowr:
requirenntts
interaction. Requtrenets
Stane: Requires sond picke or better bo collect. Not net: ne the player has no pickaze in their inventory.
3. Path: No requirenenta for interaction. Requi renetaa set.
Tree: leequies wood
simply using hands collect. Requirenenta
the player
their hands
Coul: Requirwa vood pickaze better collect.
as the player has no pickaze in their invwntory.
6. Iron: leqquress stome picksaze or better to collect, Not net ar the player has picaaze in their inventory.
7. Table: Requirws wood to construct the table. Not net
player hax wood their inventory. Hoveeeer there exicting table the player's ebsorvation frea step 30, which can used without any requirenente.
Queation:: List top sub-tanks the player should follow. Indicate their priority out of 5.
Ansper:
Collect (Priorsty
player help craft tools and leapons.
interact with tree collect wood, which
Graft Vood Pickare (Priority 4): Using the existing table and the collected wood, the player should cratt wood pickaze. This allce the player to xine stone, coal, and iron.
3. Collect Stone (Priority 3): Once the soad pickaze is crafted, the player should mine stone, which in an escential weapone.
crafting
Oseation: Vhst are the requirenents for the top aub-tack? What should the player do firet?
Ancper:
Requirenents the sub-task (Collect Wood):
Be in prominity to the tree.
2. Face the tree.
the player do firet:
The player is curzently facing tree (frea Flayer Observation Stop 32). So, the player should take the action "Do" to interact with the and collect wood.
Question: List top actions the player should take and the requirenent for each action. Choose ONLY from the 1ist of all actions. Indicate their priority out of 6.
Ansver:
Priority Facing tree; interact the tree to wood. (Requirenent: Facing
2. Priority 2: Nove Bouth Hove closer the table for crafting. (Bequirezent: Flat ground below the agunt)
Priority Hove Bast Poestion yourcelf next
cratting. (Bequtrement: Flat ground right the agent)
4. Priority 4: Make Vood Pickaze Craft a wood pickaze for collecting stone. (Bequirencat: Nearby table; good investory)
Peiority Hove Worth-East the right of the ageat)
tocardo the stone collecting. (Requirenent: Flat ground diagonally above
Question: For each action the Ansver:
the requirenents net?
1. Priorisy 1: Do Facing tree; interact with the tree to collect vood. (Roquiremat:: Facing the tree) Yos, the player is facing the tree.
Peiority 2:
Move Yeu, there is nost 1ikely flat ground below the agent (table is steps to the south-east).
Hove cloaer the table crafting. (Requirenent: ground below agent)
Peiority 3:
Nove East Fonition yeurself You, there flat ground right to the agent (pata stop to east).
table crafting. (Bequiresnt:: Flat ground right the agent)
4. Priority 4: Make Food Pickaze Craft a wood pickaxe for collecting stone. (Bequizerent: Nearby table; vood in inventory) The player
complate Priority
wond, which will
requirerent.
6. Priozity B: Nove North-East Hoad tovards the stone for collecting, (Roquiremant: Flat ground diagonally above and to the right of the agans)
35

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player verity if this requirement based information. should coaplete prior prioritian first, may reveal more information about the terrwin.
Question: Did the last player action succoed? Nhy?
Yea, the player action (sove scovw,north) aucceeded because thura saa ground the north direction which alloveed the player to nove to that location.
Question: Choose beat executable action Irom:
Ansoer:
The best acecutable action from the 1ist above is Priority 1: Do Facing tree; interact with the tree to collect wood. Reqliranmt:: Facing the tree)
Stap 17, Comllatiee Revards 0.Qreeeneeees You Look action do.
You s88:
aaome 3 stepa to your southreast
steps your tree atepu to your northroeet. coul stepa La your nor threaat
your northreast
tabla staps your
You face grass at your frons (north).
bealth 9/9
food: 9/9
drink: 9/9
energy:
Your inventory:
sood:
Osestion: Action
Anaver: South
Queatian: objects in current observation. each object, brwifly anszer resource it pravides and ita requirenent.
Ansper:
pickaze or higher-tior pickaze collect. 2. Path: No rosource provided, serven as a flat ground for novement.
Stone: Provides stose resource, requires
3. Tree: Provides vood resource, can be collected by interacting with it (if within range) without tool requirenect.
requires Iron: Prorides iren resource, requires stone pickaae or higher-tier pickare collect.
Coal: Provides
pickaze collect.
Table: No resource provided, serves as a crafting station; requires wood to place.
Osestion: Veat
last taken the player?
Ansver:
The last action taken by the player was "do."
Question: For each object
requirezente
intoraction?
Ansver:
1. Stane: Yes, you have wood pickaxe required to collect stome.
2. Path: Yes, you nove on the path it serves as flat ground for aoverent.
Tree: Yee, you interact
the without any requirenent collect vood.
wood pickaze required 6. Irom: No, you need to have a stone pickaze or higher-tier pickaze to collect iron.
Conl: Yee, you
Table: Yes, you can use the table for crafting, as you have the required wood in your inventory.
Question:
top sub-tasks the player should follow. Indicate their priority out
Insper:
1. Priority 4: Graft stone pickaxe This will allow to collect iron and other higbertter resources. You already have enough and collect with your
pickaxo.
2. Priority 3: Collect coal Coal is essentiol for saelting iron is the furnace. You cas collect coal with your current wood pickaxe.
Peiority
safe abelter Constructing shelter will protect you nousters as night provide space for craftingg storing itene, and resting. Find suitable location and use 2ood, stose, or othor asteriale for construction.
Question:
requirenents for the top eub-tack? What the player
Ansver:
The top sub-task is to craft stone pickaxe. The requirenents for craftingg a stone pickaze aze:
(shich you already have your laventory)
2. Stone (sbich you need to collect using your wood pickaze)
S. A crafting table placed nearby (shich you hav seen
Lovarda the south-wat))
achieve top sub-task,
player chould first move near crafting table south-east ateps). Thea,
collect atone waing the vood pickaze (action "do" wisn facing stone), Finelly, craft, the stose pickaze at. the crafting table (action. "usko_stose_piddee pickazee when facing the table).
Question: List tap actions the player should take actions, Indicate their priorisy out of E.
requirement for action. Chonae DNLY frox the all
Anaver:
Priority Bouth-Eaat Bequizerent: ground aouileeaat the agens.
36

---

Pxiority Bouth-East Requirezent; ground soutl-east the agant.
Priority Hovw Bouth-Raxts Requirerent: Flat ground to snuchmwast the agene.
Pelority 4: Do Requirmmut: Facing atose and have the necessary tool (sood pickass).
Priority B: Make Stone Pickaze Requizenent: Facing the crafting table and have wood, and stone in the investory.
Queation: For each action the list, are the zequiranents Det?
Ansver:
Priority 1: Novw Bouth-Eaxt Requizerent: Flat ground to the souchweant, of the agent. (T2S, path is observed 1
Priority 2:
Nove South-Rast: Requizerent: Flat ground to the souchweaat of the agent, (Cannot verify because the player's observation after Priority 1 action has not been provided)
Priority 3: Nove Bouth--aatt Requirarant: Flat ground to the aouchewant, the agent. (Cannot varify, snzw resadn Felority 2)
Priority Requirmant: Facing and
neceasary tool (wood pickase). (30, player dona have the necessary tool, and they are not facing atone)
Priority 5: Make Brone Pickaze Requizement: Facing the crafting table and have wand, and atone in the investory. (8D, the collected stone, and they
player
facing cratting
Queation: Did the last player action succead? Khy?
Ansver:
the last player action aucomnded. The player facing player aus ablw collect wood, which is now the inventory as shows in ciservation atap 34,
stop and taok "da." reaule, the
Queatiin:: Choowe the bext. noecutable actionn from above.
Ansver:
The best atecutable action from the Hist in Priority 1: Hove South-Bast, an the requirenent of having flat ground the southrwaat of the agent ix net with path stap to the wast.
Stop 18, Comulative Revard: 0. 0.0
You tonk actiion south.
You zen:
stone 2 staps to your waat
path steps your north-east steps to your north-vest
stepu to your narthwwaxt.
iron 3 steps to your north-east
table steps to your south-east
You face gress at your front (eouth),
statue:
bealth:
food: 8/9
drink: 9/9
energy: 9/9
Your inventory:
wood:
Question: Action
Insper:
Move East
Osestion: objects current observation. each object, breifly ansver resource it provides and ite requirenent.
Ancper:
resource, which used craft veapons, and build oz better to collect.
Provides
requires woed pickaxe
2. Path: Provides ne resourcee, but serves as zarkor for previourly explored areas; no requirenet.
3. Tree: Provides wood resource, which can be used to craft tools, veapona, and build structures; requires so specific tool
collection,
recomended
efficioncy.
Coal: Prorides coal. resource, which can used as fuel meclting and crafting torches; requires wood pickaxe
better to collect.
6. Iron: Prorides iree resource, shich can be used to craft stronger tools, weapons, and armor; requires ctone pickaze collect.
Zable: Provides crafting interface necessary for creating kide range tools, seapons, other itens; requires wood. to craft.
Question: What Ansver:
last action taken the player?
The leat action taken by the player was "nove_acutà".
Queation: For each object. in the
the requirametts
interaction?
Ansver:
1. Stone: No. the requiresents are not not as you don't have wood pickaxe or botter in your inventory.
2. Path: Yea, the ruguirweents sut there arw specifin requireeenta intaract vith path.
Tree:
zequirasents moze efficient.
you don't need specific tool collect wood, although using would
Coal: No, the sequireenta are nos zwt as you don't have sond pickase or better in your inventory.
B. Tron: No, the zequireennt are not not you don't have stone pickaxe better in your inseatory.
in your investory place tuble doen interact with it further for crafting.
Yea, requirweent
you
table. Houwver, you would
Queation: List, subrtaaks the player should follow. Indicata their priority out, of 5.
Acsver:
37

---

Crafs vood pickaae (Priority: Cradting wood pickaze will allow you collect isportant stone, coal, and Iron. Sinow you have uood in your inventary and are clown to table, you can craft wand pickass.
2. Collect stone (Priority: 4/5) Dace you have crafted good pickaze,, bext pricrity should be to gather stone. Stone You
for crafting highertiie tools, seapons, building asone to craft acone pickaze and other items.
valuable
collected
3. Collact coal (Priority: 3/5) After crafting woed pickaza and collacting stome, should focus collecting coal. Coal essential for stelting prograse in the gaze.
(such
and crafting tarchea, beth of shich will ingortant you
Queation: Vhat are the raquitenenta for the top aub-task? What ahould the player do fizat?
The requltements
top sub-task, crafting vood pickaze, REw:
Having wood in your invwntory: You already have unnd in your inventory.
Swing table: table stepa your
To complate this aubrtask, you should first, nove to the tabla. To do that, take thase steps:
(facing east): path step your
Novw aouthwwast (facing south): The table step to your south.
Qreation: Last actions the player should take and the requirenent for each action. Choone ONLY fror the lses all Indicata their priority
Ansver:
1. Priority 1:
Nove Bast (laguimeen:: Plat ground right: to the agent)
2. Priority 2: Nave South-East (Requireent:: Flat ground below and to the right of the agent)
Priority
(lequirement:
inventory)
Priority 4:
Nake Vood Pickaze (Requirenet:: Hearby table and uood inventory)
5. Priority 5: Nove North-Faat (Requizemet:: Flat ground abovw and to the right of the agent, to get. closer to atone for tuture actions)
Quention: each action the list, are the requiraeents net??
Ansper:
Priority 1: Nove Bast (laquireeet:: Plat ground right to the agent) Yea, the raqui rementt ia as there 2
stepe to sorth-eact, directly to east chould
ground.
2. Priarity 2:
Nove Routh-Fast (Requirenent:: Flat ground balow and to the right of the agent)) Ve don's have wnough information deternine the requirexent 15 met.
Priarity 3: Place Tablla (Raquirmmant: Wand in inventary) Yeu, the requiteeent. in ret ax the player hax piace in their invectory.
Priority 4: Nake Vood Piciaze (Requironent: Hearby their inventory, but a table 16 not placed yet.
wood inventory) Partially net. player has
Priority Nove Borth-East (Requireneat: Flat ground tuture actions) Yee, the requtrement is as there path stope north-east, to directly the east shmuld be flat ground.
righh the agent, closer for
Qsestion: Did the last player
succeed? Why?
Ansver:
Yes, the last player actioo _outh_ succedddd bocause there was flat ground (grase) in the direction the player noved couth), alloving the novenent to happen without any obstaclee.
Question: Choose best executable action from. above.
Ansper:
The best exocutable action. from the 1ist is Pricrity 1: Hove East, siace its requirenent (fla: ground right to the ageat) is it aligns with the player's objectives getting closer etone recources.
Cunulative Revard: 0.0
You took action move_east.
You see:
grass steps your
poth stops to your north tree 3 steps to your south coal 3 stops to your north atepa your table steps to your nouth
You face stose at your front (eaat).
statue:
health: 9/9
food: 8/9
8/9
energy: 9/9
Your inventory:
wood:
Queation: Action
Ausver:
Smuth
Question: List objects in the current observation. For each object, bruifly ansver shat resource it provides and its
Ansver:
38

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grans providea
but vallied safely.
Requirment:: Yons.
2. Stone: Stone can be used as cratcing naterial and provides resource for crafting tools and shelters. Requireeent:
pickese higher collect
3. Path: The path provides no resources but can indicate safe or connanly used routes for navigation. Requiraeent: Yons.
Tran: Treas provide sand, which can used for crafting nany tools, vespons, and atructures. Requirazent: You need an nsw or your hands to collect. wnod.
for Requirmmet:: nead sood pickuse higher to collact coal.
Coal;
furnaces
crafting
6, Tram: Tron is resouros used for crafting higher-tier tools, seagons, and amarr.
Requirenent:
pickase higher collect
7. Tahla: A table ls an assential crafting atation for raking taola, vwapons, and other stass. Requiranent: You need to colluct vood to craft table.
Notw: The list pravided only conxidara objacta specifically nentiomed the observations. Other objants monstars, beldges, or tunsela verw not included sa they sezw not observed in the given siega.
Dreation: What.
laat action
player?
Ansver:
The last action taken by the player was nove, mant.
Qsestion: each object list, are the requiresente interaction?
Ansowr:
1. Greas: No requi renents are needed for interaction with graxe, ao requireents are sat.
pickaaza higher required met.
stone. Durrently, you
pickaze, requireeents
Path: No requi needed for interaction with the requirenants
Tree:
An aze or your hande are needed collect wood. You can use your hande, so requiremnnte are net:
Coal: wood picisare highor required collect coal. Currently, you not have wood pickaze, requirennts
6. Iron: stone pickarre or higher ie required to collect iron. Ourrently, you not have stone pickaxe, requiremene
7. Table: No roquirenetts are nooded for interaction with the table since you have already crafted one, so requirenente are ret.
Osestion: top oub-taske the player should follow. Indicate their priority out
Ansver:
1. Graft a Vood Pickaare (Priority: 6/5)
collect
pickaze neceseary, Crafting pickaze
table and the sood essential for crafting pickaro, shich evestually
in your inventory.
2. Collect Stone (Eriority: 4/5)
Aftor crafting
pickaze, you collect you collect ixon.
3. Graft Stone Pickaaee (Priority: 3/5) you collected you
you cratting higher-tier stems.
craft pickaze. This upgraded tool
iron, which
Question: Veat are the requirenents for the top sub-tack? What should the player firet?
Ausver:
Boquirenents
top sub-task (Craft
Pickaze):
1. lave wood in your iaventory (you currestly have wood).
2. Bo near table (the table is 1 your south).
the player Hove south to appreach the table. Then, craft the vood pickaze using the wood in your inventory and the table.
do firet:
Queation: List top actions. Indicate their priority out of
player should and requirenent action. Choose ONLY frox list a3l
Ansper:
1. Priority 1: Nove South (High priozity)
Requiresent:
ground belov agent (shich
situation)
2. Priorisy 2: Make Food Pickaze (High priority)
Requirenent: Hearby table; wood in invertory (you sill be next to the table after 1 and have 2ood in your inventory
3. Priority 3: Nove North (Nodium priority)
Requireeent: Flat ground above the agent (will be true after you mose south)
Peiority Hove East
priozity)
Requirmeett: Plat ground on the right aide of the agent (trow in the current aitustioo))
Priarity (Fadisn-Low priarisy)
Requiraantt: Facing creature or muterial (like stone): have necessary (you'11 voodan pickaze after step 2 and be facing the stone after zeeting requirenena of step 3 and 4)
Queatian: For euch action the the requirammtt net?
39

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ALsOoE:
Priarity 1: Nove South (High priarity)
Requirasent: Flat ground belov the agent
Status: Requirenent pot (aa seen in the latest player observation)
Priority 2: Make Wood Pickaze (Righ priority)
Bequirozaut: Hearby table; weed in invertory
Status: Requirmeent will be after noving south (player will be nest to the table and havw wood in inventary)
Priarity 3: Nove North (Nedium priarity)
Requirment:: Flat ground ahove the agent
Statua: Requirenent will be aftez noving south (as there is path that vas leat seen 1 step to the north)
Priarity 4: Nove East (Mediun priority)
Requiresant: Flat ground on the right side of the agens
Status: Requirweent net (ea zeen in the latnet player obsarvation)
Peiority (Yodiur-Lov priority)
Reguiraznt:: Pacing a creature or material (like stons); have the necexsary tool (wnnden picksse)
Statua: Requiranent will be after making wood pickaze (atup 2), and following stegu 3 and
Queation: the laxt player actionn auccend? Why?
Ansver:
Yes, the last player action (nove, eaet) succeaded. The player able
becausse there flat groun (grazs)
previous poxition, alloving then
directioon
Qceation: Choose the best axecutable action from above.
Ansowr:
The exocutable action
above Priority 1: Nove South, its requirenent already current aituation (flat ground below the agent).
Stap: 20, Conulative Bavard:
You took action move, sonth.
You see:
grane steps to your sest
stons staps to your wast steps your steps your stegu to your narch iron 2 stops to your north
You tablo at your front (south).
Your status:
bealth: 9/9
rood:
drink: 8/9
energy: 9/9
inventory:
good:
QA
Questioa: Action
Ansver: Make wood Pickaae
Question: List requireeent.
obeorvation. each object, broifly
providee and ite
Ansper:
1. Grass: Provides no resources but can be used to traverse the land with no requirements.
for crafting various like pickaze, stone pickaxe to collect it.
Provides
furnaces; requizes
3. Path: Provides flat surface for walking, no resources are gained, and there are no requireents to use it.
4. Tree: Provides wood resources for crafting various tools like wood pickaze, good averd, and placing table; requires
collect wood.
Coal: Prorides fuel resource for enciting troe furnace; requires
pickare collect
6. Iron: Provides iron resources for crafting advanced tools like irea pickaze and iron svord; requires stone pickaze to collect it.
Table: Allovs crafting of different toola and veapous; requizea vood place
Question: What vas the last action takes by the player?
Anaver:
The action taken by player nove_south.
Question: For euch object in the list, are the zequirasenta net for interaction?
Ansper:
requizenetaa
interaction;
Stone: Bequizea wood pickaae collect it; requireentt not
pickaze not in current inventory.
3. Path: No zequirenents for valking on the path; requirenats net.
4. Teme: No toola required to collect wood; reguiremena swt.
wood pickase in inventory. stone pickaze not in current inventory. T. Table: Alresdy placed, so no requisemeta for interaction; requireenta sut.
Coal: Begsires sood pickaaee collect it; reguirasent
Iron: Boquires stone piciaaoo to collect it; roquirenents
Dreation: top sub-taako player
follow. Indicata priority
Ansvwe:
1. Craft a wood pickaze (Priority: B): To be able to collect stone, coal, and improve your tools, you need to have a vood pickare. And wincw you have anoughs wond in your investory and are close to table, crafting one whould be priority.
40

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Collact coal (Priority: 4): Oncw you wood pickace, collacting coal inportant, as it will he reguired anelt Iron in the Fursace, shich is uecessury for crafting nore advasced coola like froe piskaze and icon soord.
Collect (Friority:
pickaze, collacting crafting atone pickaze, stone award, creating fursace, Blose can also be used build atructures, auch as bridges or vallo, to improve your gazaplay experieace.
crafting
is neceosary
utilised
Question: Veat
requirementa for the top aub-task? What abould player firat?
Ansoer:
Requirananta for the top sub-task (Cruft a wond pickase);
1. Vond: The playez needa to have wood in their inventory. which they already have (1 wood).
player
nearby
pickase.
Biace the playee's current observation shows that they are facing the table and they already have the required usouat uood in their inventory, the player proceed to craft the wood pickaze insdiately. The player should firat take they facing.
action "sake, vadk,
Queation: List. top actions the player should take and the requirarant for each action. Chonse DNLY deor the 1ist of all actions. Indicata their priority out of 5.
Priarity Make Vond Pickars: Raquirenenaa vood in inventary (1 wond), nearby table (facing tabla). Thix necezary for collacting stons.
Priority North: Raguirmaents ground
agent. player needs
coal and
xine thes.
3. Priarity Nove North: Rapeated actioon this will bring the player closer coal and iron.
Priority Collect Coal: Requirerents wood pickaxe in player's possession, and facing coal. Goal is essential sealting iron and crafting advanced toola.
Priority
South: legsiresens closer to fron which crucial for crafting iron toola and seagans.
ground
agent. collacting noving
player
Queation:
Por each action in the list, the requiraeents net?
Anzver:
1. Make kood Pickaze: Yes, the requirenents are zet. The player has good in their inventory and is currently facing the table.
Yee, requirenents are
path step north, indicating ground.
3. Nove North: Yes, after ruccesstully completing the prerious "Move North" action, the requirennts for this repeated action should be The player will be
closer
and iron.
4. Collect Coal: No, the requirenent are not net yet. The player needs a wood pickaze, which they sill craft in Action idditioonaly, they need to be facing coal; they will need to nove north tvice to reach the coal.
action depende actions firet. They will fires need to collect coal at step 4 before returning south touards the ires.
South: No, inmediate requirenent not net,
player completing previcus
Qsestion: Did the last player action succeedy Why? Ansver:
Yes, the last player action (eovo_south) succeeded. The player vas ablo to move south because there vas flat ground belov the agent (in the nouth direction) and no obstaclee in the way.
Question: Choose best executable action from above.
Insper:
The best exocatable action from the 11st above is Action Make Food Pickaze, its roquirezeats currently zet: 200d isventory wood) and facing table.
sasessssnSStp:: Cusulative Revard: 1.O
You took action gaale__ood_ppciaee
You see:
grass steps your
stone steps to your east path 1 ateps to your norch tree 3 stops to your south atepa your steps to your
You face table at your front (south).
starue:
health: 9/9
food: 8/9
8/0
ecergy: 9/9
Your inventory:
wood_piciazze:
QA
Queation: Action
Ausver:
Question: List objects in the curront observation. For each object, breifly ansver what resource it provides and its
Ansver:
41

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valked vithout requirenets. Stam:: Providea stons rиsource, requires wood pickaze or betcer nins.
Provides
8. Path: Providea se reaouress, can be valked on vithous any requiseeata.
4. Tree: Provides sood resource, requizes tools to interact with, but having are speods up the process.
Coel: Providea
reanuree, repiirss Iran: Provides free rusouce,, requires stone pickase or batter mine.
pickaze
7. Table: Provides surface to craf: itens, requires sood to crafs and place.
8. Wond, piid_pic (in inventary): Pravidex nining ability for stone and coul, requiraa wood to craft at table.
Queation: What: was the last action taken by the player?
Anaver:
The last action taken by the player waz todee_vood_picaae
Question: For each object the list, are the requirasents
interaction?
Ansver:
1. Grazz:
Yax, the requirments set for interaction na it be valked vithout any requiteeents.. you
requirazents zine stone.
for
pind_pickase your investory, shich nesded
3. Path: Yes, the regsirments are net for interaction na it can be calked on vithout any requi
4. Tree: Yes, the zuguirenents are nut for interaction us no toola required to interact with trees, and having ase
only speed up the process.
Conl: Yex, the raquinments are nnt for interaction since you have wond sand_piccare pickare in your inventory, which neaded
xine coul.
Irom: No, the requirenente
net for interaction, mining wood_ poccapick
stone pickaze bester, and you
currently only
Table: Yea, requireennt are sot for interaction as you already have table placed in freat of you.
8. Vand pickaza (in inventory): You, the requirerents are net for interaction as you've already cratted it at the table wand.
Queation: List top aub-tanke the player should follow. Indicate their priority out of
Ansver:
Mine stone (Priority 5/5): Since you wood pickase your inventory, you should mine which found step to your
craftiing tools,
pieaze
2. Mine coal. (Peiority 4/b2: Nith wood, pickaze, you can mine coal, which ie located 3 steps to your north. Goal 1e needed to sealt iron furnace, which will help progresx further the gane.
3. Grafe a stone pickaae (Priority 3/6): Once you have xined enough stone, return to the table and craft a stone pickaze, A stone pickase will allow you to mine tron, which is assential for creating iron tools and swapons.
Osestion:
requtrenents for the top aub-taek? What
player
Ansow::
For the top sub-tark of mining stone:
Bequiremonto:
1. The player pust have wood_pickaxe in. their inventory.
the player aiready wood_pictaze their inventory, they proceed xining
The player should do the following first:
Hove one Use the pocd_pickaze to xine the stone.
reach the
Qsestion: Last top actions the player chould tass and the requirement for each action. Chooze ONLY frox the liet of all actions. Indicate their priority of
Ansver:
Priority 1: Hove East
Bequirenent: Flat ground right to the ageat.
Priority
Bequiresent: Facing naterial (stone); have necessary tool (vood_piciaxe)..
Priority Nove North
Boquirescnt: Flat ground above the agent.
Priority 4: Do
Requirenent: Facing naterial (coal); necescary tool (vood_pickaxe).
Priority B: Hove North
Requirement: Flat ground above the agent.
Question: For each action the list, are the zequirexents net? Ansper:
Priority 1: Hove East
Bequiresan:: Flat ground
the agent. Yes, the requirescnt is zet. There etone stop to east.
Priority 2: Do
Requirmeent:: Facing natarial (atone); necessary tool (vcod_ppcclase).
No, the zequiresent is not nut. Though the player has sood_pickaze, they are not fucing stone.
Priority 3: Hovn North
Requiresent: Flat ground above agent.
Tos, the requiresent is zet. There a path step to north.
Priority 4: Do
Requirmeent: Facing ratarial (coal); necassary taal pickase). No, the zequirment is not zut. Though the player has pickaae they are not fucing the
Priority 5: Novw North
Requirmeet:: Flat ground the apent.
42

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the requirasent is
step north.
Queation: Did the last playez action succesd? Mhy?
Ansver:
the player
player required their inventory
nearby
table. This allosed the playez to craft visk,pickaze.
Queatiin:: Choowe the bext, noecutable action from above.
Acsver:
The bast stecutable action from the Hast above ia Priority 1: Novw Rast, itx requirerant of having flat ground right the agent, la net.
Stap: 22, Canulative Revard: O, J.
You tank actilon
You
graas staps to your seat
path stepa to your norch steps your
atepu to your north
iron 2 stspa ta your nor nouth
table
You faoe aLone at your front (east).
Your atatua:
food: 8/9
drink: 8/9
9/9
inventory:
good_piciazee
QA
Qsestion: Action
Inzver:
Hove North
Osestion: objects
object, breifly resource it provides it8
regeirmentt
Ansper:
Graze: Provides specific
but be used landecape sesthetics; requiresent.
Stone: Provides stose resources for crafting toole, zeapons, and structures; requires scod_pickaxe collect.
3. Path: Prorides easy navigation and novenent; no roquirenet.
4. Tree: Provides sood resources used for crafting tools, veapons, and structures; requires an are to collect.
Coal: Provides fuel furnaces and torches; requires rood_piciaze collect.
irom: Prorides irea resources
for crafting advanced tools, geapons, and structures; requires ezope_pickase
collect.
7. Table: Crafting station for tools, weapons, and other itens; requires wood craft and place.
Question:
last action taken by the playor?
Ansper:
The last actson taksen by the player was nove eact.
Question: each object
11st, are the zequirenente
interaction?
Insper:
1. Grass: No specific requirenents for interaction; requirenento xet.
Bequires pood_ptciaxe collesti requiremente (wood_pickare inventory).
Path: specific requieeents for interaction; requirenents
4. Tree: Requires an axe to collect; requirezents not net (ao axe is inventory).
5. Coal: Requires vood_piciaze to collect; requiremnnt net (soot_piciaze iaventory).
Bequires stone_pickaze
(ao stono_pickase inventory).
Already placed and available for crafting; requireneate get.
Question: List sub-tasks the player should follow. Indicate their priority out of 5.
Amsper:
Collect Coal: High priority
Collect pick_pick is their inventory.
tuel furnacos and cresting torches. player required
Collect High priority (4/5) Collact structures. The player has the required vood_piclaze their inventory.
stocs_pickaze
toola, weapoes,
3. Graft Stose Tools (stone, (itans..ickasse: Roderate priority (8/S) Craft atons tionepiccase after collecting unough stone for player need collect first the crafting
better mining capabilities and collect requirenents.
Question: Vhat are the requirenents for the top sub-task? What should the player do fizet?
Anaver:
The top sub-task to
Ita requizenenta are:
1. Have picdani,, shich the player already bas in their inventory.
2.
Locate coal svullable in the anvirenrwat.
The player chould locato and upproach the coal in environectt. According the latest observacion, there coal alegu to the player'a north. To schiwve this mub-taak, the player should nove north to get closer to the coal. Once they are in front of the coul, they can use their vood_ to collect it.
Queation: List tap actions the player should take actions, Indicate their priorisy out of E.
requirement for action. Chonse ONLY frox the all
Anawwr:
Barw top
playez should take, along with thiir requirasatt and priority:
43

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Priority Nove North: (Requiraaant: ground agent)
Action: Nove north covarda the coal, shich in 3 atega eaay according to the latest observat
Priority North: (eqquieaant: ground still acapa away.
apent)
Action: Nove north once again to
coul,
3. Priarity Nove North:
Action: Nove north (Baquireeet::
Flat ground whove the agent) finally
the and in front of
Priority Da: (Requireeen:: Facing the coal and have pickasi)
Action: Use the sood_piczaze to colluct the coul, shich will be essential for amelting izen.
Peiarity Nove South: (Requiraaatt:
ground
agent)
Action: Nove back south towarda the crafting table, which can be used for further crafcing taska.
Theae actiona
that player collecta tasks, auch amelcing fron crafting sore advanced toola suapona.
seaded gare progreazion
Queatioo:: For euch action in the liat, are the reguirenents net?
Priarity Nove North: (Rlquiranatt:
ground above agent)
Yea, the requiresent is aes as there is path I step to the player's north, indicuting flat ground.
Priarity Nove North: (Bequiraant::
ground enough informaiion regarding the step to the norch. It depand
apent)
the current obaervation, we on the now observation after the player follows the firet action.
Priority
(Requtrezent:
ground
agent)
Sinilar the second actioo, on don't have enough information based on current: observation for the third step to the north. It will depand on new abservatioos after following the firat tvo actioon.
Priority (Requiranent: Facing
sond pickwze)
Requirasanta this actioo will checked after the first. thres actiona are complated. The player already wood_ptckaze in their inventory.
Priority Nove South: (Roquirenent: ground
agent)
This action should be posstble once the player has reached the coal. and collected it, as they'll be noving back to sbere they alrendy savigated.
Osestion:
player
Why?
Ansow::
Yes, the last player action, nove_ east, eacceeded because there vas flat ground (path) to the cast of the player, alloving then
that direction.
Qsestion: Choose the best executable action from above.
Ansver:
The exocutable action bazed the observation
North, requirement
ground
agent already net, with path step the player's
Steee 23, Cusulative Rovard: O.D You book action nore_porth.
You
grass stops to your pest
stone steps to your south-east
path 1 stops to your east tree stops your north-vest steps your
table steps to your south
You
your (north).
Your statuc:
health: 9/9
food: 9/9
energy: 9/9
inventory:
wood_pickazo:
QA
Queation: Action
Ansper:
Question: List objects in the current observation. For each object, broifly anseer what resource it provides and 1ts requireent.
Ansver:
Grass: Frovides saplings for planting trees; no requirement to interact.
Stane: Providea stosw for crafting and building: requirea sond pickase bettar to collect.
provided; belpa
navigatios and
Iree: Provides wood crafting and building: requires any type pickaxe collect.
Coal: Provides coal for arelting and cooking; reguiraa vood pickase or better to collect.
Tron: Provides irea for crafting and smeliing; requizes stome pickaxe bettez to collect.
crafting
and iters; reguirment interact, you
Question: What vas the last action taken by the playor?
Ansow::
The action caken by player nove,norts.
44

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Queation:
For each objact the list, are the reguireeent nst interaction?
Assvur:
Grass: Yes, there no reguireennta to interact with grass.
requireant Path: Yes, there arw no requiremnnt interact with path.
pickaze better is sat, you sood_pissazee in your inventary.
Tree: No, the zequirenan; of having a pickaze to collect vood is not net since you have wood pickaze (aot suitable for
chopping trees). . You need
Coal:
wood pickaze better sut, you pickae in your investory. Iron: No, the requimeentt to use stose pickaze or batter in not net since you have wond vond_ pickaza in your inventory. You
requireant
need atone pickese or betier.
Table: Yea, there are no reguirenenta to interact with the table.
Questian: List top sub-taska the player should follow. Indicata their priority out 5.
Ansver:
Callact coall (Priority: 5/5) - You reat the requiraeent of having vond pickkzn,, you collact coal. Cowl will be useful aealting ixon and cooking food later
2. Collact stone (Priority: 4/5) - You rest. the requirment of having a wond, pickaze, ao you can collwct atone, Collecting stose allows you craft stone piskuze, secumnry to zine iron.
Maka stone pickazs (Priority: 3/5) Ohow you collact enough stose, you abould make stone pickase at the table. This will allow you to sollect icon and progeesa further in the gass
Dreation: What.
requirenenta for the top aub-task? What. should player first?
Ansver:
The tap sub-tack in to collect coal. Here are the requireents for this tack:
pock_pe or better (wbich you already have in your iaventory)
As the player is al already facing coal and has a sood they can proceed directly to the taok. The player should pertorn the following action firet:
Take the action 'doo to use the wnnd, annd_ pickaow to collact coal.
Queationn: List actions the player should take and the requiranent for each action. Choose ONLY fror the 1ist all actions. Indicato their priority out of 6.
Ansver:
1. Priarity 1: Action "da" Requiraent:: Facing creature or natarial; ; have necexsery tool. (The player is currently facing iron and good pickaze, they
collect firet.)
Priarity 2:
Actioon "make, fron, pickase' Raqui Kearhy table, furnace; wand, coal, and fron in investory. (After collecting coal, the player chould gather iron to craft iren pickaze.)
Priority Actica aakke_ixre__soxzz Requironcst: Hearby table, furnace; wood, coal, iron. in inventory. (Cace the player has enough rescurces, they can craft an iron spord to dofend against monsters more officiently.)
Priority 4:
Acticn distoctt Requirenent: Make Iron Fickazo. (kith iren pickaxe, player lock for and mine diamonde to progress further in gane.)
6. Priority 5: Actica "mave_ Requirenent:
Flat ground below the agent. (The player might need to explore new areas. xove_cast, zove_north find diamonde and other
This novesent sescurces.)
alternated with other directions
Qsestion: For each action in the list, are the requirenente net? Amsver:
Priority 1: Action "do" requirenent not, as player is currently facing iron wood_pickaxe their investory. They can use the pood_pickare to collect the iron.
Priority 2: Action "nake_ tron_pictaxe" The requirezente player
yet met, the player still collect coal and tocue on gathering coal. iron betore strerpting to xaiee an iron pickaxe.
3. Priority 3: Action "make_ wrwe. sword" - The requireente are not yet act, the player currently has only pocd_packaxe collect and fres craft iron
4. Priority 4: Actiion "collect_diaaode The requireeent is not xet, as the player needs to firet create an iron pickaaze to wine diasonds.
Priority 5: Actioo "move_ "euste The requirenent is net, as there flat ground belor agent. player can nove south to explore now areas oz search for resources.
Queatimn: Did the last player action succeed? Mhy? Ansver:
Yes, the last player action, novo north, succeeded bocause the player had a flat ground space available tovards the north. This alloved the player move in that direction without any hindrancea.
Question: Choose best executable action froz above.
Ansver:
The best exocatable action from the 1ist above is Priority 1: Action "do" Since the player is facing iren and has wood_piskeze thair inventory, they it collect the
Stap Cusulative Revard: 0.0 You took action do.
You see:
gress staps to your
atone alepa to your southreaat
path 1 stepa to your east
tree ategu to your north-oast.
stepa your
45

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table steps your south
You fuce from at your froms (north).
9/9
food: 9/9
drink: 8/9
euergy: 9/9
Your inventory:
wood_piclaze::
Question: Action
Ansver: Howw Narth
Question: List objecta current observation. each object, breifly ansver what resource it provides and ita reguirwent.
Ansow::
no spectfic recources
ground
building noving. requireeete.
Stams: Provides stone rиаоuтоя when nined
sond pickasw or better. Regsiras wood, wood pickase.
8. Path: Providea flat. aur face to sove or build upon. No requiceeent.
Tree: Provides vood resource when chopped using an appropriate tool. Requires uond pickaze better.
when 7able: Allowa crafting of tools and veagona. Requirwa wood to conatruct.
Coel: Providea
pickese
Requiraa uoad pickape
7. Irom: Provides iron resource when rined with stons picitaze or better. leguires stone, pickare.
Osestion:
taken by the player?
Ansow::
The laat action taken by the player was "do""
Qseation: For object
requiraeents
Ansver:
1. Grans: No requirenetss to interact, so yes, the requirenenss are net,
2. Stane: Requires woad pickese rine. Since have sood pickaze
inventory, the requimmants
Path: requirenetts intoract, yes, the requirennts
nct.
4. Tree: leequree wood pi pickoaee or better to chop. Since you have a sood_ptciare in your inventory, the requirenents are ret.
Coal: Bequires wood picinano
Since have vood_ptciare your inventery, requirezents
Table: requi renents on interact with, an yex, the requirments are net.
7. Iron: Bequires stome pickaare or better to zize. You currently only have a wood_pickare in your inventory, the requiremente
Qsestion: List top sub-tarke the player should follow. Indicate their priority out of 6.
Ansver:
Priority 4/5: Collect coal by mining with the wood piciare. This allos you caelt irea you stome picisaze turnace.
Priority 5/5: Mine the stone with the good piciaaze to craft stone pickaze. This is high-priority tack becauce and advance your tools and reapons.
enables you
3. Priority 3/5: Chop a tree to gather nore wood for crafting and building, ruch as creating chelter for protection during the night.
Question:
requirenents for the top eub-tack? what the player fizet?
Insper:
For the top sub-task, shich is to collect coal by pining it with the good pickazo, the requirezeats are:
pickare in inventory (already avatlable), 2. Locate and face coal block within reach.
The player should tolting "do" action.
stops north get closer coal block, and then wood pickaze nine
Question: List top actions the player should take and the requirement for each action. Choose DRLY frox the list of all Indicate their priority of
Insver:
1. Priority 1: Hove North (2 steps) Requirezent: Flat ground above the agent.
2. Priority 2: Do Bequircnent: Facing the coal block and having vood_piclaxe in inveatory.
Peiority Nove
(2 ateps)
Flat ground belov the agent.
Priority Move Vest Requirenent:
ground left to agent.
6. Priority 5:
Make Stone Ficiaao Requirenent: Hearby table, wood and stone in inventory.
Question: For each action the
the requirenents net?
Ansver:
1. Priority 1: Nove North (2 steps) You, the zequirasent (flat ground above the agens) is net as there in coal block 2
steps to the zorth.
after noving 3. Priority 3: Nove South (2 stops) Yos, the requirezent (flat ground below the agent) is net as there are flat paths to take.
Priority atepa.
ruquiresents (facing coel block having wood_pickasee in inventory)
there is greas block step the 5. Priority 5: Nake Stone Pickase Ko, the requirement (nearby table, vood and stone in inventory) is not nwt, the player has no stone in the inventory.
Peiority Nove West Yea, requirasus (flat ground left agent) west.
Queation: last player action auccewd? Mhy? Assver!
46

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not clear if last playor succeeded action The obsercation may not include the changed statuu or collacted resourcea which could indicate the successa or Iailurs of the action.
observations provided idencical before and after
Queation:
best, azecutable action from
Anaver:
The best execatable action from the above list is Priority 1: Nove North (2 stops), as its requirentta are not and it brings the player closer the coal block, which can be collected with the wond_pickase.
aeseeseenttaap 26, Canulative Reward: O, 0.O You
You see:
graza steps to your wnat
stega your aouthreast
path atepa to your east
trae steps to your northreest
coul 2 stepa ta your norch
steps your
You fuce iron at your fromt (north).
bealth: 9/9
food: 6/9
drink: 8/9
energy:
Your inventory:
good cicaaep
Quention: Action
Ansper:
Move South
Qsestion: List objects in the current obeervation. For each object, brostly anseer shat resource it provides and 198 regrirment.
Ansper:
no resources, Stane: Procidex stone rаsоurоиs, requires uood pickace or batter to mine.
3. Path: Prorides no ressurcse, server a flat surface to nove on.
Tree: Provides uood
specific tools Coal: Provides coal resources, requires pickape or better nine.
speed ma increase with
Table: Alloos crafting of tools, reapens, and othor iters, requiree wood to craft.
7. Iron: Provides iron resources, requires a stone. pickaze or better to mine.
Osestion:
action taken by the playor?
Ansver:
The last action takee by the player was "nove_north."
Question: For each object the list, are the zequirezente
interaction?
Insper:
1. Grass: Yes, there are no specific requirenente for interaction.
requirezent for sining Path: Yes, there no specific roquirenente for interaction.
Yes, vood_pickaze the player's is isventory
4. Tree: Yea, no specific toole are required to interact with the tree, though having an aze myy speed up the procees.
6. Coal: Yes, the scod_piicaze in the player's lo investory neets the roquirenent for aining coal.
Table: Yes, the table be etone pickaaee better 18
with for crafting
already placed.
iron: No, requirement inventory.
the player only wood_ pick_pe in their
Question: List top sub-tasks player should follow. Indicate their priority
Ansver:
1. Graft a Stone Piciaae (Priority 6): Mine stone (using the vood_pickaxo) and craft a stcno_piciaze at the table to neet the requirezent for mining iron.
usctul for enciting iroe. and creating sood_pickaze to mine coal nearby, better tools and weapeus.
(Priority
Nine and Collect Wood (Priority B): Interuct with itens, tools, and building structures.
collect wood resourcea, which essencial crafting
Queation: Vhat arw the requitenenta for: the top aub-task? What abould the player do fizat?
Ausper:
The requirencsts
top eub-task (Craft Stose Pickaxe) are:
1. Mine Stoze:
Use the pocd_ptckaze nine nearby stone. The player sees szone 2 steps to their south-east. Table:
table stepa the player'a south. They
close
ssose_pickaze
The player should first noww touarda the stome (south-maat and sine it using their pickkpi to colluct snough stose crafting stone_picxase.
Queation: List top actions the player should take and the requirenent for each action. Choose ONL frox the liat of all actions. Indicate their priority out of E.
Peiority Move Bouth-Eaat: action has flat ground requiremet. The playez needa to nove southemaat approach the stone visible 2 steps away in that direction.
47

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Peiocity Do: Facing
naterial and having necessary tool requirerants. this case, the player should waw their vood pickaae to mine atone they approwched in the previous atsp.
3. Priority Nove South: Flat ground is requized. Since the table is 2 azega the playor's south, moving south will bring player
the
which is neaded crafting.
Priority Nake Stone Fickaxe: The requicesants are that there mast be a rearby table and that the playor has wood and atone in their inventory. After collecting the atone the prwvious atepe, the player can now craft atone, piikk_p shile being
the table.
5. Priority Brink: To reators the drink nater before it dropa too lou, the player needs to find drinkable water source. This action requires a drink source like lake or river within reach.
Queation: For wach action the list, are the requiraments net?
Ansver:
Priority Nove South-Fast: Yeu, the raqui of flat ground ix nwt there ia path step to the playar's waat atapa the player's south-east.
2. Priority 2- Baz Not. yws, as the player has not noved to the atone yet. lnce the player novwa to the store, the reguiremmnt of facing the nuterial (stone) and having the uecessary tool pickasa) will be sut.
Priarity Move South: Yea, the regsirmmnt flat ground is net. The table bwing two atapa to the player's 'a aouth indicatea that it is seachable.
Priority Nake atone and collecta waing the pickaae, the requiranenta nearby table having wood and stone in the investory will be met.
Pickases Not yet, player coll contedd the yet. Once player
the
Priority Drink::
current observation does provide information about drinkable water rource. The player needs to find lake river within reach before this requitenent will be met.
Osestion: Did the last player action succeedy Why? Anaver:
Yea, the last player action of 'nove, north! auccesded. In Player Oiservation Step 50, se can awe that the player noved to now position facing the iron to their north, The action excceeded because there war likely flat ground to the in that diraction.
north allowing the player
Qsestion: Choose the best executable action from above.
Anager:
The executable action from
above Priority Nove South-East. The requirement of flat and this action bring the player closer to stone they collect.
steee 26, Cunulative Revard: 0.0 You took action 107e_couth.
You
grass steps to your seet
stone steps to your exst path steps to your north
tree steps your
cool steps to your norch
iron 2 stops to your north
You table your (south).
Your statue:
bealth: 9/9
food: 0/9
drink:
energy: 9/9
inventory:
wood_picckaoo:
Q4
Question: Action
Amsper: East
Question:
List objects in the current obcorvation. For each object, broifly anseer shat resource it provides and 11c
requiraant.
Ansver:
1. Grass: Provides no specific resource. Yo requireents..
2. Stome: Providea stone resourew. Requizea pickaze or betcer collect.
Path: Provides as specific Requires specific tool or wood_pickaze better to collect.
requremetts.
Zree: Provides uood resource.
5. Coal: Providea ceal. resouree. Requizes a pickap or better to collect.
6. Iron: Provides iren resource. Requires a stone_pickase er better to collect.
Table: Providea crafting surface. Requirea
Question: What was the last action taken by the playor?
Ansowe:
The action taken by player nove_aouts.
Queation: For each object in the list, are the requiresenta pet for interaction?
Ansver:
for interaction. Stame: Yes, reguirments are aut you have sood_pickass in your investory, shich is suitable for collacting stome.
requiraeant
grass whot my apecific tool.
3. Path:: Yea, the reguirments awt for interaction. You move along the path without specific tool. Tree: zuquirasnta
you have wind_pickase your investory, which is sultable collecting voad.
48

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Coal:
you wool_pickaze your investory, shich is suitable collecting coal. Tron: No, requirments arw not swt becsune you need atone atame,piickas plickase wood wood_piskase piskaze.
zequiresents
to collact fron, but you only have
7. 7able: Yes, the zequirenents are zet for interaction, as use the table to craft Itexs with the resources in investory.
Question: List top sub-tasks the player should follow. Indicate their priority out of 6.
Ansver:
Collect Stone (Priority: 5/5); Collect uaing vood,pickaze anable crafting of toola, auch stone, pi pickase, shich required to mine iron.
2. Graft Stone Pickaze (Priority: 4/6): Craft piceae using the rescurcea collected (wood and atone) at the table. allow you
piccesse
3. Collect Coal (Prierity: 3/5): Vae the vood_pickaze to collect coal, shich wi21 be essential for smelting irom and other orea in the future.
Question: Waat
requirenenta for the top aub-task? What sbould the player firat?
Anager:
The requizenenta for the aubrteak (Collact Stose) urw:
Rave wood pickere (uhich the player alrandy hax in thair inowntory)
ezecute the aubitask, the should the folloving firet:
Nove Lovarda atone: The playez ahould move weat to seach atone located one step to east.
Queation:: List actions the player ahould take and the requirenent for each action. Choose ONLY frox the 1ist of all actions, Indicato their priortty out 5.
Ansver:
Priority 1: Nove East -Bqqurmeent: Flat ground right. to the agens, (To reach the stons)
Priority -Regrimennt: Pacing
ratarial; necessary
using pickaze)
Priority 3: Hore Weet -Requirenent: Flat ground left to the agent, (To return to the table)
Priority
Pickaxe -Roquirenett: Mearlyy table; good, stono investory. upgrade pickaxe)
Priority 5: Nove North -Requi Flat graund abovw of the agent. (Tl move towarda the coal for future col collection)
Qsestion:
action lset, are requirezente
Ansowr:
Priority 1: Hore East Requirenent: Flat ground right to the agent. there
Yes, the
Priority 2: Do Requirement: Pacing creature or natorial; have necessary tool.
Siace the player ia not currently facing the stone (st 18 step to the east), the requiriment 18 not net get. The player to coxplete pricrity firet
Priority 3: Hove Weet Requirenent:: Plat ground left to the agent. Yes, the requirezent is net as there grass 1 stop to the vest. Hovever, this action chould be coapleted after collecting 2).
(after completing priority
Priority d: Make Stene Pickaxe Roquirenent: Hearby table; good, stone in investory. Currently, the player has only wooden pickaze in their investory but not the required nateriale to craft stone pickaae wood stono). The requirexent
yet. player needs collect
prierity
Priority 6 Hore North Requirenet:: Plat ground abore the agent,
Yea, the reguirezent is net as there path i stop to the north. Bozever, this action should be taken after completing pricrities 1, and
best
and available tools.
Question: Did the last player action succoed? Khy?
Ancper:
the last player action aucceeded. The player able aouth because there flat ground south direction, alloving the player to nove from their previous pesition the one.
Question: Choose the best executable action from. above.
Amsper:
The best exocutable action from the above 1e:
Priority 1: Hore East Requirenent: Flat ground right to the agent.
action exocuted because there stose step to east, shich noets the requirenent having ground right to the agent.
Stap: 27, Casulative Revard: 0, 0.Oseeneennn You took action mast_
You see:
grass steps to your west
path atepa to your north atepa your
stops to your iron 2 stepa to your norch table stepa to your aouth
You sLoee at your front (wast).
Your atatuk:
bealth: 0/9
49

---

Food: 8/9
8/9
euergy: 9/9
inventory:
wook_pickase:
QA
Queation:: Action
Acsver:
Queation: List objecta in the current ciservation. For each objact, breifly unseer what resource it provides and ita regeitwant.
Ansver:
1. Greas: Provides so specific rusource, can be used as geseral terrain for novesent.
Raquiraeent: Yons.
Stone: Provides stone rиsource, for crafting toola, veapona, atructuren.
Requirazant: Vond pickaza to collact.
spectfic recource,
ground
previous player novexent.
Requirmmett: Vons.
4. Tree: Provides uood callected without tool, Requireeett
used for crafting tools, veapone, and pickase
5. Coal: Provides coal resource, necensary for arelting iron in the furnace.
Requi resent:: Hond pickazw to collact.
Tron: Prorides fron resource, used for crafting advanced tools, veapons, and structures.
Requiramant: Stone pickaow to collect.
Provi crafttngg Requirmmet:: Mond to craft place.
naking veapons,
gane.
Qreation:: Vhat. the last action taken the player?
Ansper:
The last action taken by the player was nove east.
Osestion: For each object
the requirenente intoraction7
apacific requirenents
for interaction. Requirweents net.
Stane: lequires wood_ pickare collect. sood_picisaze available the requtrenents
3. Path: No spocific requirennts needed for interaction. Requirexente net.
Tree: specific requirencats collect wood, having wood_pickaxe would inventory, the requirenents
vcod_pickaee available
6. Coal: Bequires wood_pickaze to collect. A vood_pickare is available the inventery, so requirenente net.
Iron: Bequires atome_piciaxe collect. current inventory consiste vockar, requiremente are not xet.
Table: Alroady placed,
seeded interaction. Requiresente
Osestion:
List top sub-tarke the player should follow, Indicate their priority out of
Ansper:
Collect fron
euch as pickaxe, front (Priorsty: 6/8): Collecting
enable player
gatbering 1200.
2. Use the table to cratt stone pickaze (Priority: 4/6): Once the player has enough stose, crafting stode pickaze at the iron progresa
necessary
the gase.
3. Collect coal for coeiting purposer (Priority: 3/8): Coal is required for snelting iron in the furnace. The coal is nearby, and the player has wood_pickaze to collect it. Collecting coal now eill prevent backtracking later.
Qsestion:
requirenents for the top eub-tack?
the player
Ansver:
Bequirements for the sub-task (Collect stone frea the stome at the frons):
inventory.
The player alroady has wood_pickaxe in their inventory, which mecte the requirement for this sub-task.
The player should take "do" facing
(eass) the wood_piciaze collect Question: List top actions the player should taãse and the requitenent for each action. Choose OnL frox the liat of all actions. Indicato their priority out of E.
Peiority Actica "Do": Facing stone, having vood_piclaze
inventory. (Raquiremet aut)
2. Priority 2: Action "Nove North": Flat ground above the agent, (Requireaent net)
8. Deiarity 3: Action "Do": Pacing coal, and having pickase in the inventory. (Baquireent after noving north)
Peiority Action Peiority Actica "Do"; Facing izon, and having stone ssose_pickaxe the inventory. (Bequirezent crafting pickaze wsing collected stone and vood)
North":
agent. (Baquirement net after collecting
after
For action
requirmentss
Ansver:
1. Peiority 1: Actica "Do"; Facing the stone, and having pood_pickaaee in the inventory. (Requiremat met)
2. Priarity 2: Actioon MNow North"; Flat ground above the (Raguurreent nwt.)
50

---

Peiority Actica Facing and having wood_pickaze inventoxy. (Requirenent yet, agenz needs
nove norch firat)
4. Priorisy 4: Action "Nove North"; Flat ground above the agent, (Buguirmmnnt not ant yet, agent needa to move nor and collect coal first)
Priarity Action
Facing and having atone,pickase the inventory. (Reguiraeett yet, agent reeds Go craft aices_pickaze using collected atouw wood)
Queatiom:: Did the last player action auccosd?? Why?
Acsver:
Yes, the last player action aucceeded because the player vas abla to nove nast without any obatacilss, an there una path that direction.
azecutable
Ansver:
The best execatable action from ahove is Priority 1: Action "Do": Facing the stose, and having vood_ in the investary. (Raquirmeett net)
You Stap: 26, Canulative Revards 1.O
You ses:
steps to your
staps your
trea atepa to your souch
coal 3 steps to your norch
iron 2 steps to your north
table steps your
You FaCe path at your frons (saat).
bealth: 9/9
food: 8/9
drink: 8/9
energy:
Your incentory:
pickaaz:
QA
Qsestion: Action
Ansper:
Stone Pickaze
Qcestion:
List objects in the current obeervation. For each objact, breifly ansver what resource it provides and ite
Insver:
Graen: Procides des no ressurces; no requirenmte.
2. Path: Prorides no resources; no requirenetss.
Tree: Prorides uood crafting tools and butiding
requires wood_ collect. fursace; requires wood_pickaze collect.
Coal: Provides fuel amclting
6. irom: Provides naterial for crafting stronger tools and reapons; requires a stone_ piceere to collect.
6. Stone: Provides raterial for crafting tools and bailding structures; requires pickaee to collect.
Provides crafting station for creating tools, veapons, other requires vood craft and place.
Osestion: Vhat was the last action taken by the player!
Ansper:
The
by player *do".
Question: For each object in the list, are the requirezente nct for interaction?
Incper:
requirenenta interaction; requiremnts
Path: zequirenenta interaction; requironcsts zet.
3. Tree: Requures wood_piciaxe to collect; you have wood pickaxe in your inventory, so the requiresente are zet.
4. Coal: Bequires vood_piciaze to collect; you have pood_pickaze in inventory, so the zequiresonts are met.
Irea: Bequires stone_piccare collert; you don't have stonc_pickaxe your investory, so requiremente
6. Stone: Requizes rood_pickaze to collect; you have picdapi in your iaventory, so the requiresents are not.
7. Table: Bo requirennts for interaction; requirencats net.
Question: top sub-tasks the playor ahould follow. Indicate their priority out
Ansper:
1. Priority 4/5: Collect more atone interacting with the stone
soutireeat, as it will help you craft
stons_pickaze for aining iron.
noeded fuel to enclt 3. Priority 2/5: Craft scono_pickaze the table step to your south, once you have collected enough stone. You will iron.
Priority 3/5: Collect coal, stepe your north, using your pockaae fureace.
Question: Vhat are the requirenents for the top sub-task? what should the player do fixet?
Ansowe:
The requirenenta
top aub-task, which collecting
1. The player must have a wood pickase (alrandy is the player's inventory).
2. The player should be facing the stone or be able to reach it.
The player should now the position the atone, which atapa the aouthrweat, Bure's the player should do:
Tale action south
the
51

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Queation:: List top actiona the player should take requiremant for action. Chonss DNLY from the 1iat xll actiona. Indicata their priocity out of 5.
Ansper:
Priority Nove
South) Requirerent: Flat ground
agent.
Peiority 2: Do (De) Requiremat:: Facing atone have the uacessary (sunl,pickass) to collact
3. Prioziny 3: Nove North (Nove_Northh Requiresent: Flat ground above the agoat,
4. Priority 4: Nake Stone Pickass (Naka_Stamw, Pickaze) Raquireeet:: Yearby table and vood, atone in inventory.
Priority Collect Iron (Do) Requizemet: Facing iren have the necessary (stame.pickass) collect it.
Queation:: For each action in the list, are the raguirenenta net?
Ansver:
South) Yex, requirment
ground below agent
step the
aouth.
2. Do (bo) You, the repuiranent ret. The agent. is facing the path at their front (maxt), but they could Face atone xoving sauth, they pickae their inventary collect
3. Nova Korth (Novw, (orth)N Yea, the requirmment in met. Therw in flat ground ahove the agent with pash step to the north.
Store Pickace (Make, Stone, Pickate) Yea, the raquitements are net. The agent is next to tabla (1 step the south) and has wood and stone in their investory.
Collact Tron (Do)
repuireeent
agent
atone, pickaze collect. they
cursently only have a wood_pickas in their inventory- They should first nake atons,pickaze (Priority action) before they can collect sron.
Osestion: last player action eucceed? Why?
Ansoer:
Yea, the last player actiin aucooeded. The player used the "do" action while facing atone with vood pickape in their investory, alloving then ruccestully collect the stone stone added to iaventory).
Questiin:: Chooas best executable action from abocw.
Ansper:
The beat atecutable action from above Priorisy 4: Make Stone Pickaae (Nake Stonn, Pickaan)) it. mewte all the requiremente: tho agent near table (1 stop to the couth) and has sood stose thoir inventory.
29, Omullative
You tank action take, atone, _pi clave..
You
gxass steps to your pest
stone stops to your south-east
tree 3 steps to your south
steps your
steps to your north
table steps to your south
You
your (east).
Your statuc:
bealth: 9/9
food: 8/9
drink:
energy: 9/9
inventory:
stone:
pick_pic
QA
Question: Action
Ansver! Hove North
Question:
List objects
obsorvation. For each object, broifly
provides and its
requirenent.
Ansper:
1. Grass: Provides eaplings to plant for a steady food supply. Requires no additional tools to collect.
Providea
crafting
toola, vespons, building nnteriala. Bequizea pickape
collect.
3. Tree: Provides wood for crafting toole, weapone, and building raterisls. Reguires an are or at least hands to collect.
4. Coul: Providea coal. for aeelting iren and cooking food. Bequirua picd,pickare better to colluct.
Iron: Provides from crafting
tools and veapons. Bequires stone_packaxe Provides crafting eurface for naking various tools and eeapons. Reguires wood
collect.
Zable:
place.
Question: What was the last action taken the playor?
Anaver:
The action taken by the player was taake_stoss_pilee its.aatsssppppeeee pickaze."
Questioa:: For euch object. in the liat, are the requireeens net. for interaction?
Ansver:
Grass: Yes, zeguirezents are zet for interaction as no additional tools are needed collect saplings.
2. Stane: Yea, the reguirmmenta are sut for interaction an you have cond_piciass in your inventory.
3. Tree: Yes, the zequieeentss are not for interaction as
use your hands to collect wood (although laving aze
afficient).
Coul: Yea, zequireenta are aet for intersction as you have wood_ pickaze in your inventory.
5. Iron: Yea, the zequiresents are not for interaction as you have crafted a stoss_piciaze.
7ablw: You, the requirwents sot for interaction sa the table alrwady placed and be used for craftingg
52

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Question: List top sub-tasks player should follow. Indicate priority
Ansown:
1. Priorisy 5/5: Collect Iron Collecting icon will allow you to upgrade your tools and veapana, naking it easier to defand yourself and progresa further in the gaze. Since you have crafted stose_pichaze, can now collect izon.
Peiority 4/5: Collect will help you smels the iron you collect and improvo your resources.
esauntial axelting and cooking food. Collecting coal with your pickae
Peiority 3/5: Collect. Mood Wood basic Collacting sore wond the nearby tree will ansure you have enough to craft any neceusrry there you progress.
needed crafting
veapona, building astesials.
Queation: Vhat are the requirenenta for the top aub-task? What abould the player do fizat?
Requirement top aub-task (Collect Tran):
Make a Stone Pickaze: You have alroady crafted stone pickaze in Player Oiservation Step 58.
should player de first:
the Playez Observatios Stup EB, you see ixom atega your north. should nove north tuice to reach the iron, Collact the iron: Onow
covards
adjacent the iron, your acons.pickace cullect it by taking action 'do", This will your inventory.
Queation: List top actiona the player should lake and the requiremat for each action. Choose ONLY feox the liat of all actions. Indicate their priority out of 5.
Priority 1: Nove
(Requirannt:: Hove North twice to reach the iron.
ground above agunt)
Priority (legutrexent: Facing creature or naterial; have necessary tool)
Use the stone, stone_ptcket pickaze to collect the iron once you are adjacent to it.
Priority 3: Hove Borth (ilequrement: Flat ground above agent)
get
4. Priority 4: Do (lequireeent: Pacing creature or naterial; have necessary tool) Osn the wood pickaze to coctect the coal you adjacent to it.
Priority 5: Nake Iron Pickaze (lequirenet: Hearby table, furnace; good, coal,, iron in inventory)
Graft an Iron Pickaze once you have coll lacted enough iron and coal, and are close to a tabla and furnace.
Qsestion:
actson
lset, are requirezente
Ansow::
1. Priority 1: Hove North (llequrement: Flat ground above the agent)
Yea, the requtrenent
there flat above the
2. Priority 2: Do (Requirexent: Facing creature or naterial; have necessary tool) The requereent is not ret yet bacause the player needs to nove north rirst and face the iron betore using the stoso_pictaze collect
Priority 3: Nove North (llequireent:: Plat ground above the agent) Yes, the requirenent i5 zet, as there is flat ground abore the agest.
Peiority (Requirezent:
Facing creature naterial; have necessary tool) TTe requirenent is not zet yet because the player neede to nove north firet and face the cool before using the wood_pickaze to collect it.
Priority Nake Iron Pickaxe (Requirement: Hearty table, furnace; good, coal, iron in inventory) The requiremet is not zet yet becauze the player has not collected iron and coal. Unce the player collects there resources and is near table and furnace, this zequirement will be net.
Osestion:
player
eucceed? Why?
Ansper:
Based on the observations provided, we cannot determine 1f the last action takee the player to "aake_ www.eettoeppp. pickaze" was would informtion
The observatios report in Step the any changes in the inventory or nessages from gane (e.g., "stono_pickaxe" to inventory "falled" nessage to verify if the action pas actuslly successtul.
Stop
Question: Choose best executable
Ansper:
The best exocutable action from the list above is Priority 1: Move North (Requiremet:: Flat ground above the agent). The requirenent is net, the player can zove closer to the iron and coal.
Stap 80, Canulative Revard: 0, O.O You took action move_corth.
You see:
grass steps to your west atags your northreast
path atepa to your east
tree stops to your north-vest
coal 2 stepa to your north
table ateps your south
You fune iron at your froms (north).
bealth: 9/9
food: 8/9
drink: 8/9
ecergy: 8/9
53

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inventory:
stons:
pickaze::
Queation:
Ansver:
Do
Queation: objects in current observation. each object, breifly anszer resource it provi and 15a requiremnt.
Ansver:
Provides spacific
Stows: Providea stone, requirwa good_pickace better to collect.
8. Path: Providea se resources, no requirenunt.
4. Tran: Providex vood, requirex wond pickaze better to callact.
Coel; Providea
requirwa wicd_piskese Belga itens, no requireteat.
collact.
7. Tram: Provides tron, requirex atone, pickase or better to pallact.
Osestion:
player?
Ansow::
The leat action Laken by the player was nove_norts.
Dreation: For object,
requirmeents
interaction?
Ansver:
1. Grazs: No spacific interaction is required, no the requirennnt are net.
2. Stame: Yeu, have wood, pickace
inventary, so the reguiriesets net. net.
required, the requirenente Tren: Yea, you have uond pickaxe in your inventory, no the requi requiremtts are net.
specific
5. Coal; Yex, you have unnd pickase in your inventory, ao the rwents are net.
Table: specific interaction requied, the requirenente net. reguirments
you
your investary,
Osastion: List top sub-tanke the player should follow. Indicate their priority out of 5.
Ansoer:
Collect (Priorsty: Using the stone_pickaxe in inventory, collect iron, which is better toole and weapone.
crafting
Collect Coal (Priority: 4/6): Use the sood_ptciame
collect coal, which will be valuable
3. Collect Vood (Priority: 3/5): Use the vood_ptciaze in the inventory to collect more wood fron the tree. Wood is resource for
building, making essential taols.
Qsestion: Vest are the requirenents for the top sub-task? What should the player do firet?
Ansper:
For the top sub-tack Collect
Requirements:
Have Stone Pickazz in the iaventory (the player already bas onc)
player first:
Use the Stone Fickaae in the inventory to mine the iron located 1 stop to the north. To do this, the plaper can take action "Bo" since they are already facing the iron.
Question: top actions player chould take actions. indicate their priority out of 6.
requirement for action. Choose DNLY
all
Ansper:
Priority: Action: Do
Requirenent: Facing iron Fickare)
inventory player currestly facing iron
Peiorisy:
Pickaze
Roquirensat: Mearty table, furnace; wood, coal, and inventory (player noods collect izon coal, placed furnace)
Priority:
Make Sword
Requirenent: Mearby table, surnace; wood, coal, inventory (player soods placed fursace)
iron
Peiority:
Requirenant: Stone inventory (the player oze scone, but may need moze craft furnace)
B. Priority: Action: Do (for collecting coul)
Requirenent: Facing
have
Pickaze Rood Pickase in inventory (the player has Fickaze;; they szope north)
face coal,
Question: For each action in the 1ist, are the zeqeiresente nct?
Peiority:
collecting iron)
Requirencuts net: Yes (the player is facing iron and has Stone Fickaxe)
Peiorisy: Action: Make Pickaze
Requirenents (the playor
collect coal, have placed
3. Priority: - Action: Make Iron Bward
Requiraeetts
player
cal lected aewltad placed furnack)
Peiozisy: Action: Place Furnace
Requirweenta No (the player has stone, but may need more to craft furnace)
54

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Priozity: Action: Do collecting coal)
Requirenents neh: (the player Stone Pickaze; they sead to noww to face the coal, which stspa to north)
Question: Did the last player action auccoed? Nhy?
Yea, the player action (sove_nortly auccesded because Liurw ground of player, allowing to nove in that direction.
Question:
beat executable action Irom:
Ansowr:
The best acecatable action from the 1ist above is:
Priority:
Do (for collecting, iron)
Requiremett net: (the player facing iron
Pickass)
Stap: Bi, Cusulative Rosard: 0.Qaaaaaaa**s
You tank action do.
grazs staps to your west
stone 3 steps to your nor thrtbaaat
steps
steps your
alapa to your norch
table 2 steps to your nouth
You
your
Your atatus:
bealth: 9/9
8/9
energy: 8/9
inventory:
stone:
sond pickass:
QA
Move West
Question: objects current obsorvation. each object, broifly anceer resource it provides itc requirenent.
Ansver:
Provides caplings collected,
teel.
resource collected, requiree sood pickaae
tool.
Path: No resource provided, can walked on without any teol.
4. Tree: Provides wood shen collected, requires no tool.
when collected, Zable: Provides crafting capability for tools weapons, already placed requizes tool.
Coal: Provides
sood
better tool.
7. irom: Provides iroe resource when collected, requires stone pickaaze or a better tool.
Question: What
last taken the player?
Ansver:
The last action taksen by the player was "do."
Question: For each object
the
intoraction?
1. Grass: Yes, the requirexents are zet for interaction as no tool is requized.
2. Stone: Yes, the requirexente are net for interaction siace have pockape in your investory.
Zree: Tes, zequiresents
Path:
tool required walk not for interaction as no tool zequized collect wood.
for
path.
zequirenente
6. Coal: Yea, the requiresente are met for interaction since you have a wood_ptckare in your inventory.
6. 7able: Yes, the zequiranents are not for interaction as the table is already placed and requizes no tool.
Irea:
for interaction you only have wood_ piciaae your inventory.
requiremente
pickaze better to collect but you
Question:
List top sub-tasks the player should follow. Indicate their priority out of 5.
Craft stone pickaxe (Priority:
You wood pickaxe and then craft the stone piciaae at the table.
pickaze
collect iron, Gather moze stome using the
Collect coal (Prierity: 4/6): you wood pickaxo, you collect coal which will be required later for emciting iron using furnace.
3. Collect nore wood (Priority: 3/5): Wood is an essencial resource to make tools and weapons, as well as for building Collect
keep aufficient supply your inventory.
Question:
What are the requirenents for the top sub-task? that should the player do fixet?
Ansowe:
The requirenett
top aub-task, "Craft pickaze, follous:
1. Collact snough stoce: You need at least 3 stone blocka. You have atone in your investory, so you need to collect 2 more the vood pickaze.
crafting nearb:: You table atapa to your south, which you can use
atone pickaze.
3. Rave wood pickere: You already have wond, pickars in your inventory, which is required to collact atose.
55

---

The player should collect action with the vond pickaow equipped to collent the stons.
blocks. de
face the "do"
Question:
List top actions the player should raže and the requirenent for each action. Choose ONLY frox the 1ist of all Indicata their priority
Ansver:
1. Priorisy 1:
Nove Vest (Requirement: Flat ground left to the ageat)
You should nove weat to approach the atome that ix
to your sorth-wat.
Nove North (Requirmmett: Plat ground above of the agent) Aftar soving weat, now north to get closer to the stoee for collecting it.
Priarity 2:
ground right Nove waat to ruach acone black unce you arw clowsr after aoving north.
Priority
Best, (laguirennt:
agent)
4. Priority 4: Do (Pacing creature eatarial; have necessary tool) the block
the action
it with your pickaze. Repeat this step blocks.
5. Priarity 5:
Nake Stone Pickaza (learby table; wood, atone in inventory)
Aftur collecting wnough atone, approach the table stepa to your south, and uae the "nake sionn pickaze" action craft
Queation: For each action in the list, are the zequirmment oet?
Ansper:
Priarity Nove Vext (Baguireant:
ground left agant)
Tea, the requireent is zut. There geass step to your veat, repreamting flat ground to move onto.
2. Priarity 2:
Nove North (Baquireeett: Plat ground ahave of the agent)
Yes, the requireent i5 xet. The ground confirned after you nove the provious step.
3. Priarity 3: Nove East (Raquireent: Flat ground right to the agent)
the requirenent 15 xet. Attor
the east with the stone block. and then north, have flat
Priarity 4: Da (Pacing creature naterial; have necessary tool)
Yos, the requirenent 15 xet, You have the pood_pictaze in your investory, and you will be facing the stone block after prezious sovenents.
6. Priority 5: Nake Stone Pickaaz (Hearby table; wood, stone in inventory) Yax, the requirenant is rnt. You will have anough stone in your inventary after mining, and the table is 2 staps to your couth.
Queation: Did the last player actionn auccond? Why?
Ancpor:
not explicitly stated whether the "do" actioon succeeded not, jlouever, since the chango betseen Step
atatus the
Stop 62, it is possible the action succeed. night because player does not have the nececcary tool (a. stone pickaaze or better) to collect iron, and they atterpted to collect tron 9ith sood pickazz which in not nufficient for that taek.
Osestion: Choose best executable action from above. Ansver:
The best exocutable action from the 1ist above is Priority 1: Nove Vest. The requirement for this action, flat ground to the agent's left,
there
step to the player's
Stop: Cunulative Rovard: O.
You took action post_pest.
You see:
ctops your north-oast path steps your eass
tree 3 steps to your north-vest
coal 3 stops to your north-east
steps your north-east table steps to your south-east
You face grass at your front (vest)..
statue:
health: 9/9
food: 8/9
8/9
energy: 8/9
Your inventory:
pood_piciaao::
QA
Question: Action
Ansver: North
Questiiam: List objects in the current cissevaation For sach object, breifly anscer what resource it provides and its
zequiraannt.
Ansver!
1. Stame: Providea resourosa to craft toola and build atructurea; reguirea a pickase (sood, stone, iron) to collect.
2. Path: Frovidea safe and clear valking space; requrenents.
Trew: Providea
crafting and
requires
(vand, atone, iron) collact.
Coal: Providea fuel amalting and crafting: requirea pickaze (wood, stose, iron) to collect.
5. Iron: Provides resources for crafting stronger tools and seapons; requires a stone ez iron pickaxe to collect.
7ablw: Allous crafting of tools and itens; created uxing vood.
No direct resourcea, may contain hidden or provide apace for other objecta; zequiraaents.
56

---

Question:: Vhat waa Taxt action taken by the player?
Ansver:
The last action takeo by the player kas "oove_rest."
Queation: For each object the list, are the requiraments net interaction?
Anspor:
1. Stame: Yex, have wood, wood, pickace in inventary. which can be used collact stone.
Puthi
there
reguireaent for interacting with path
aiready clear valking space.
Trew: No, you don't havw an are your inventory. You need unod, stone, or iran are to collact. unnd from the tree.
4. Coal: Yea,, you have pickkpi in your investory, which can be used to collact coal.
6. Iran: No, need acone iron pickaze to collect Iron. Your current wood pickaze is not strong unough.
available for crafting stess, you
required
(wnod atone) your
inventory for crafting some toola.
7. Greas: Yea, you can interact with gress without any requirenenaa Bouaver, there aze so direct resourcea provided by
Question: List top sub-taska the player should follow. Indicate their priority out
Anaver:
1. Collact nore stone Lo craft stons pickase (Priority: 5) Collucting more stons will allow the player upgrade their gather resources euch iron more effictently.
pickaze, alloving
2. Collact coal for smelting and crafting (Priority: 4) Raving coal in the inventory will be ussential for amiting iron later and crafting stens that require tsel.
sourcs of vater to drink (Priority: repleninh it to naintain thair survival.
The player'a drink level 8/9, and Cinding water sourcw belp
Osestion:
requirenents for the top eub-taek? What should the player ftret?
Ansowr:
Top sub-task: Collect norw atone to craft a stone pickase.
Reguiraments: player
pickase
inventory they already have) find
Vhat should the player do firet: The player should nove tovards the stone (4 steps to their north-east) and mine using their uond pickaaz collact stone.
Qsestion: List top actione the player should take and the requirenent for each action. Choose ONLY frox the liet of all actions. Indicata their priority out, of 5.
Ansper:
Priority 1:
North-Last (Nove_
Requirannt:: Flat ground disgonally to the narth-east the agent.
Priority 2:
Nove Bortt-faast (Nove_ NE)
Roquirenent: Flat ground diagenally to the north-east the agent.
3. Priority 3: Nove North-fast (Nove, NE)
Requirezent: ground diagenally the north-east of the agent.
Priority 4: Nove North-Fast (Nove, NE)
Requirenent: Flat ground diagenally to the north-east of the agent.
Peiority Bi
stone with the wood_pickaze
Requirenent: Facing the scone and have the necessary tool (rood_piciaze) in the inventory.
Question: For each action in the Ansper:
the zequirenente not?
1. Priority 1: Nove Borth-last (Move_NE) .NE
Requirenent: Flat ground diagesally to the north-east of the agent. Met: Yea (pata step to the and
steps the north-east)
2. Priority 2: Hove Borth-East (Move_NE)
Requirenent: Flat ground diagenally to the north-east of the agent. Met: Yeu (after saking the first
3. Priority 3: Nove Borth-last (Move_NE)
Requirezent: Flat ground diagosally to the north-oast of the agent. Mot: Yea (after making the
move)
4. Priority 4: Nove North-East (Move_NE)
Requirenent: Flat ground diagesally to the north-east of the agent. Mut: Yea (after asking the
6. Priority 8: Do (Kine stone with the pocd_piciazee
Requireent:: Facing the stons and have the necussary tool (vood_pickazz) in the inventory. Mot: Not yot (after naking fourth this condition will be catistied).
Question: Did the last player action auccead? Why? Ansper:
the last player actiion "sove_west" succeeded than to move
flat geound (genas) of player, allowing
dizection.
Questiom: Choose the best esecutable action from above.
Ansver:
The best exocutable action from the above is:
Priority 1: Hove North-Eas: (Move_XE)
Reguirmeet:: Flan ground disgonally the northreast agent.
Stap: Cusulative Revard: 0.
57

---

You took sove_corth.
You see:
stone 3 steps to your north-east
stepa your souchrmant. atega to your norcheveat
cool steps to your north-east
iron stepa to your waxt
table atega your aouth-east
You face graze et your front (north).
9/9
food: 8/9
drink: 8/9
enwrgy: 8/9
Your incentory:
stone:
pickaze:
QA
Question: Action
Ansper:
Question:
List objects in the current observation. For each objact, breifly anscer shat resource it provides and ite reqiireent.
Stane: Provider des stone resource; requires wood pickaze or batter to collect.
2. Path: Providea wasler anverent; no requirmeents to use.
Tree: Provides vood resource; requires
hands to collect.
pickaze Tran: Providea fron resmure;; requires abone, stons pickexe or better to collact.
resnurce; requires
6. Table: Provides cratting support for naking tools and reapons; requires wood to create.
Osestion:
taken by the playor?
Anzper:
The laat action taken by the player was nove, north.
Qsestion:
object
requirezente
interaction?
Ansow::
1. Stone: Yes, the requirenente are not you have 2ood_pickaar in your inventory.
there Zree: Yes, requirenente are not you can collect wood with your hande, though haring an would more efficionn.
Path: Yes, regairesent
specitic
the
4. Conl: Yes, the requireente are not you have wood, sood_ptciare in your inventory.
Iron:
you wood_piciaxe your inventory, but you stone_pickare for efficient requirenente collection.
Table: Yes, the requirmentt are net as you have already placed table steps to your south-east.
Osestion: List sub-taske
should follow. Indicate
priority out
Ansver:
1. Collect iron (Priority: 6/6): Since you are close to irea and have a pock_pe you chould ain to collect the iron. Hovever, you would want craft stone_ pickaae for more successful and officient collection.
Graft stone, poone_piciare (Priorsty: 0/6):
collecting iron, would bester craft stone prone_pickaxe. Since you have stone in your inventory, you can craft stone_ pickaxe at the table located stape to your easth-eatt.
Collect coal (Prierity: 3/6): Coal important resource enciting Unce you stone_pickaxe, you ie stape your north-east.
officiently.
Qsestion:
Veat are the requirenents for the top sub-tack? What should the player firet?
Ausver:
The roquirencsts top eub-task (collect iroa) are:
1.
Have stooo_pickaze or better (currently, the player only has vood_pickaze).
requirenent, player choold:
1. Craft stone_pickars which requires the player to be near the table.
So, the player should stone they have in their inventory.
the table located stepa to south-east thes stane_pickaxe using the
Question:
should actions. Indicato their priority out
requirenent
action. Choose ONLY frox all
Ansver:
1. Priority 1: Move East (Roquirement: Flat ground right to the agent)
Peiority Nove
(Bequimaent:
belov agent)
Peiority Make
Fickasse (Raquireent:: Hearby table; wood, stome inventory)
4. Priority 4: Nove North (Roquirenent: Flat ground above the agent)
5. Priarity 5: Nave East (Raglirwent:: Plat. ground right to the agant)
Those actioes will guide player tovardo the table, collect. it.
acono_pickaxe, and nove
they can
Dreation: For actioon Ansven:
reguirments
1. Priority 1: Nove East (Roquizensen:: Flat ground right to the agent) Yeu, the requirement is net, as the path in 2 stepa to the sorth-east.
58

---

Peiority Nove (Requireent: ground below agont) Yea, the requiresent is
path steps
to the aonrihweatt.
3. Priority 3: Make Stome Pickase (Requireent: Hearby table; sood, stone in inventory) No, the requiceemnt is not cwst, un the table is 4 stopa asay to the south-east, and the player noeds to nove closer to the table fizat.
graea the 6. Priozity 5: Nove East (Roquirement: Flat ground right to the agent) Yea, the requirement is net, as the path is 2 stepa
Priority Nave North (Bguuimeet::
ground
agant) Yea, the requireeent rat,
froat (north)..
to the souch-wast.
Queation: Did the last player action auccend? Why?
Ansver:
Yea, the last player action (sove north) sucoeeddd This is becouse there waa flat ground (grazs) in Iront of the player, player
open space
Question: Choose the best executable action from. above.
Ansow::
The ezecutable action from above Priority Nove Bast since requiremet (flat ground right the agent)
curreatly zat.
Stape 34, Comolative Bauard: You Look action aove_waat.
You
graas atega to your weat
stons 3 steps to your north-east
path 2 steps to your souchwwast.
steps to your north-vest
coal steps to your northreast
table staps to your aouth-wast.
You
your (east)).
Your status:
hea Ith: 9/9
food:
drink: 8/9
enargy: 8/9
inventory:
atone:
peod_piciame::
QA
Question: Action
Ansper:
Move North
Qsestion:
List objects in current obcervation. each object, broifly anceer what resource it providee and 17e reguiremens.
Anzper:
Grads: Provides resources. requireamte.
Stone: Provides stose resources. Requixes pockaee or becter to collect.
3. Path: Provides ne resourcee. No requireentt.
4. Tree: Provides wood resources. Requires a sood_pt or better to collect.
resources. Requires mood_pickaze Irom: Provides irea resources. Requires stono_pictars or betzer collect.
Coal: Provides
collect.
7. Table: Provides cratting functionslsty. Requires placing with wood in the ieventory.
Question: Vhat
last action taken the playor?
Ansper:
The last action taken by the player was nove_east.
Question: For each object in the list, the requirasents
interaction?
Ansver:
1. Grass: There are no requirenents for iateraction, so the requirenetss are nst.
2. Stone: Bequires vood_piciaae or better to collect. You have vood_pickaze in your inventory, so the requirenents are
Path: There are no requirenents for interaction, so requirenents are zet.
4. Tree: Requizes vood_pickaze or better to collect. You have a wood_piccaze in your inventory, so the requirexents are
xet.
Coal: Reguirea piod,pi
collect. have pock_pickaze your inventory, requirasents
6. Iron: Requires stome stome_pickaee or better to collect. You only have a wood_piekaxe in your inveatory, so the requirenente
not met.
Table: Bequires placing with wood the iaventory. In this observation, placesent required the table already placed, so the requironents for interaction are act.
Question: List top sub-tasks the player should follow. Indicate their priority out of S.
Anaver:
Collect Coal: Priority 4/5. Since you
pickaee and are sear coul, it's good opportmity to collect the for later usage, such as meiting iron.
Collect Brone: Priority 3/5. With the vood_pickaze in your inventory, collecting you to craft stono_ ppickae to collect irea later.
is possible, alloving
3. Nove closer to the Table: Priority 2/5. As crafting station, the table is inportant for future crafting activities, being
halpful you
tools.
Note that the priorities are subjective and night vary accerding to the player's preferences and goals, The top aub-taska lixted here are based the current. ohaervation and resmurcaa available.
59

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Question: Vhat requirenenta for top aub-task? What should player firat?
Ansowr:
For the top aabrtask of Collecting Coal:
Requirenenta:
pickapi in your inventory (vhich you alrwady have). Boach the cool (2 stepa to your north-east).
The firat thing player ahould north. 2. Move wast.
tocards coal. by heading northweast, this, follow acepe:
top actions. Indicate their priority out
player
requirarant
ONLY
Ansver:
Priority 1: Nove North (Action 3)
Requirenent: ground
agent.
2. Priority 2: Nove Rest. (Action 2)
Requiranent: Flat ground right the
Priarity (Action 5)
Requicazant: Facing thw coul; have a piok_pi in inventory (shich you alzwady have).
(Fallev stapa Requirements: Flat ground the direction tablu.
Priority
tabla)
5. Priarity S: Nake Tron Pickaze (Action 13) Requiremente:: Hearby table, furnace; wood, coal, in inventory.
Queatiion: For each action in the list, are the raguirmsenta nwt?
Ansper:
Priority
Requirmment: Flat ground above agent.
Yes, the requirement 15 zet there grace block to the north.
Priority
Requiremet:: Flat ground right to the agent.
No, the requirwent ix not net as there ix an iron black to the mast.
Priority
Requirament: Pacing coal;
pickace inventory (uhich you already have). So, the requirenent is not not you are currently facing the irez. block, not the ceal.
Priority
table (Follov stops reach table)
Requirenant:: Flat ground in the direction of the table.
To determine if the requirenents are net, you need to azeess the current state and surrounding environzent. In the current around to
table steps state, path
table
and you can couth-east.
6. Priority 5: Make Irom Pickaze (Acsion 13)
Requirements: Hearby table,
coal, and you currently only have wood_pickaze and stone in your inventory.
So, the requiresents and iron, as soll as a furnace, to make the iron pickaxe.
Question: Did last player
Ansver:
Yes, the last player action succeeded because the player noved from their previous position to the east, where they are now facing iron. This indicates that there was flat ground to the east, allosing the player to nove in that direction
Question: Choose the best executable action froz. above.
Ancper:
The executable action
Priorisy Nove (Action siace the requirement of flat abeve the
agent is net.
Conulative
You took action sove_porth.
You
stone steps your east
path stops to your south-cast
iree atepa to your sest
steps your
stops your souch-cast
You face grass at your front (aorth).
health: 9/9
food: 8/9
8/9 energy:
Your inventory:
wawee_iickee pickaze: wood
QA
Doeation:: Action
Acsver:
60

---

South
Queation: List objecta in the current oiservation. For each object, breifly unsvrr what rwsource it provides and ita zeqlireamn:.
Stame: Providea stoue eнаоurои; ruquirwa wood pickaze or beccez collect.
2. Path: Provides se resource; can be used for zevement.
5. Tree: Providea vood rezource; requirea tool to callect.
Providea
resourcw; requizes
pickase
collect.
Tron: Provides fron resmirce; requites abone pickaxe or batter to callect.
6. Greas: Providea no reaource; can be used for sovemntt.
Qreation:
player?
Ansow::
The laat action coken by the player was nove_nortà.
Queation: For each object the
the requiramett
interactios?
Ansver:
1. Stane: Yes, the requireent ix met ax you have a vond, pond_pickazz in your investory.
2. Pathh: Yea, there no reguireeenta for interaction.
requrenents Coul: Yea, requinment net you have wond, sond_plcian plcaze in your inventory.
collecting
5. Tram: No, the requirmmnt of pickase is not sei sinow you only have sund_pickass.
Graze: Yes, there no reguirments for interaction.
Question: top aub-taska the player should follow. Indicate their priority out
Anager:
Graft stone pickazs (Priority: 5/5): You have stone in your investory, you should nove towards the table and craft, resourcee.
pickaxe
2. Collact nore wood and atone (Priarity: 4/5); To be able to craft nore itera and huild structures, you need more wood and You're
and there's
collecting resources.
Collact coal (Priority: 3/5): vood_pickaza in your incwntory, you can collact coal. It will useful for snwlting 1ron and other oren the future.
Osestion:
requirenents for the top sub-tack?
the player
Ansver:
Requirazants for crafting atone pickaze (tap aubrtank):
stoce your inventory: already stops south-east the player's observstions.
table: table mentioned
in your inventary,
Rave wood piikkas in your inventary: You already have vond pickkra your inventory.
What the should do firet:
for crafting. This done by folloving the path stops to your south-east and then noving stop north-east.
tovards
by heading couth-east to within
Question: List
requirenent for action. Choose OELY the 1ist all
actions. Indicato their priortty
Ansver:
1. Priority 1- Nove South: Flat ground below the agent.
Priority Hove South: Plat
bolow Peiority Xove South: ground below agent.
Priority Hove Bast: Flat ground right to the agent.
5. Priority Haise Stone Picisare: Hearby table; good, stone in investory.
Qsestion: each action
11st, are zequirenente nct?
Insper:
1. Priority 1 Nove South: Yes, the flat ground is below the agent.
Priority Hove South: Yes,
ground
Priority
South: Yee,
ground
agent.
Priority Nove Bast: Yes, the flat ground is right to the agent.
5. Priority Naise Stone Pickarte: No, the agent needs nearby table and stome in the inventory, but the table is not
nearby (it steps the
Question: Did the last player action succoed! Why?
Ansver:
the player action novo poo_oorsh succeeded becsuse player faced ground (grass)
which net
requirezent for the nove_north actioo.
Question:
Choose the best executable action froz. abore.
The exocutable action from the Priority Hove Bouch, the requirexent having flat ground below the agent i5 met.
Stap: Stap: 36, Canuaativ Revard: 0, J.0 You took action movt_south.
You s08:
stone 3 steps to your north-east path 2 atepa to your south-waat atepa your north-veat stops to your norch-oast
iron 1 atepa to your weat
table stepa to your south-east
You grasa at your front (south))
Your abatuk:
bealth:
61

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food: 8/9
drink: 8/9
ecergy: 8/9
inventory:
atane:
pickapt
QA
Question: Action
Ansow:: Hovw East
Queation: objects
objact, breifly
resource pravidea its
requirment.
Assver:
Stane: Providex stone
requirex uood, pickace or batter to callact.
Path: Providea plase
requireenta for interaction.
Zree: Provides sood resouzce, zequizes no specific tool to collect, but wing an aze will apeed up the proceza.
4. Cosl: Provides coal resmurce, requites a sond pund_piccan pickaze or better to mallact.
5. Tram: Providea fron rasouree, requires stons pickaze or bettur to collact.
veagons, requires to place. Graen: No spacific resource provided, no requimmenta for interaction.
Provides crafting surface
varions
Oreation: What: the last action taken the player?
Ansver:
The last action taken by the player waz nove_
Queation::
For each objact in the lixt, are the requirwsents net. for interaction?
Insper:
1. Stane: Yes, the requirments are net since you have wood vood pichaze in your ieventory.
2. Path: Yea, na reguireenna to interact with the path.
Tree: Yee, specitic tool required collect wood fron
but
would be efficient.
you Tran: No, you need atone, pickace better to collact iron, but you nurrently only have wood_pickaze.
Yea, regsirwaets
pickaze your inventory.
6. Table: Yes, you can interact with the table to craft tools and weapons if you have the necestary naterials in your inventary.
Grass: Yes, no requiremente interact the grase.
Queation: List, top sub-taska the player should follow. Indicate their priority out of 5.
Ansper:
Priority 5:
stone pacckee collect iron. reaource. Drafting a stors_pickase pickate requirea stome and wond, which are both ausilable in the environnent.
wood, pickace not
Priority 4: Collect coal using the wood pickaze. Coal assential for fueling the furnace to snalt which can then usod to create more advanced tools veapone.
3. Priority 3: dather wood from trees. Vood is versatile resource for crafting mixerous stere, each an toolss, weapone, and other escential itens the game.
chelters. You
for crafting stonc_pickaxe and
Oseation: Vhat are the requirenents for the top aub-tack? What should the player do firet?
Ancper:
The requirenents
eub-task (Craft etoce_piciaze to collect iron)
1. Collect stone: The player alresdy has one stone in the inventory but requires an additional stome to craft a stose_ pickaxe. The player should. locate and collect another etone uring the wood_pickaxe.
nearby table: player neede stand close to table to craft the stone_pickare. steps to the couth-east in the Player Ubservation Step 72, The player should approach the table.
is table mentioned
The player chould
collect i5 using towards the which is steps pickase. Once player has enough stone, they should head the table the nouth-eaet so craft the stome_piciaxe.
north-east (fren Player Ubservation Stop 72),
Question: List top actiona the player should takeo and requiressat for each action. Choose ONLY frox the list all actions. Indicato their priority out of 6.
Ansper:
1. Priority 1: Nove East (Roguirenenz: Flat ground right to the agoat) The player should move east to approach the stone (3 stops the northeast froz Player Dbservation Step 72).
2. Priority 2: Hove North (Requiranent: Flat ground above the agant) After noving east in step 1, the player should nove north to reach the stene.
Peiority 3: Do (Reguirezent: Facing creature or naterial; have the necessary tool) with sood_pickaze the investory, the player should use the "Do" action to collect the additional stone needed.
Priority 4: Nove Bouth-East (Requireneat: Flat ground
south-oast the player should move tocards the table (4 steps to the coutheast from Flayer Observation Step craft the picke.i.
After collecting the the
Priority Nake Pickase (Requiremet:: Hearby teble; required and stose in inventory, the player ahould craft stone_pickaze using the "Hake Stone Fickaxe" actice.
ieventary) Once player the table
Question: For each action in the list, the zequirasents pet? Ansver!
1. Priority 1: Nove East (Raguirsaen:: Flat ground right to the agent) Yeu, the requireeent is ret.
Priarity action (Hovw East).
(Beguirment:: ground
agant) reguireeent will completing the
3. Priarity 3: Do (aaquirwants Pacing creature naterial; havw the necassary taal) The rement will be znt after completing the firat two actiona (Nove East Hove North).
62

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Priority Nove Bouth-Fast (Requisenet:: ground to anith-wast, the agent) requirment ret after completing the firat three actioss (Nove Bast, Hove North, and Do).
Priority Nake Pickase (Bequiremet: Nearhy table;
ieventary) reguireent will (aat))-aaat)...... player the secwaasry
completing the fieat accions East, Nove North, Do, ssese and pook_pickaze in their inventory and will be near the table.
Question: Did last player action
Mhy?
Ansowr:
Yex, the last player action (nove, aouth) succeeded. There serw no obstaclex in the way, and the player faced graan (flat. ground) at the front (south), alloving then to nove in that direction.
Queation: Chooas best executable action
Ansver:
The beat atecutable action from the Hist ix Priority 1: Hove East (laquirament: Flat ground right to the agent) bacausee the requireent currently
You actioon nove, waxt.
You
gress staps your
aLone atepa to your thatsatt
path 2 steps to your soush-east
trae to norshmowat.
steps your north-east table steps to your south-east.
You iron your (east)..
atatus:
bealth: 9/9
food: 8/9
energy: 8/9
wond, pp pickass:
QA
Osestion: Action
Ansver: Moro North
Question:
obcorvation. each object, broifly
providee and itc
requirenent.
Ansver:
1. Grass: Provides no resourcee, move other lecations eith no requiremente. collect.
Provides
wood
Pathi Provides no resources, requires interacting by hand (no tool requirennt)..
other locations with no requirenens..
4. Tree: Provides vood resources,
5. Ceal: Provides coal. resources, requires pood_piciaze or better to collect. requires stone_pickase Allovs crafting of pickaxes and avorde, requiree wood to build.
Provides fros
collect.
Question: Veat was the last action taken the playor?
Ansper:
The
by player nove eart.
Qsestion: For each object in the 1ist, are the requirenente net for interaction?
Yes, zequironeate
requirenents).
2. Stane: Yes, zequtrenente net tsood_psckars in inventory).
8. Path: Yes, sequireneata (ao requiremnts).
Tree:
requirenents
(so teol requiresett..
Coal: Yee, requirenente
piccaee inrentory).
6. Iron: No, zequirenenta not net (requires stone_ pickaze er better, but only have pood_pickaze in invencory).
7. Table: B/A (in_player already has table in their inventory; interaction not ncedod).
Question: top sub-tasks the playor ahould follow. Indicate their priozity out
Insper:
1. Priority 5: Collect soed from the tree (2 atepa to the northweat) craft atone pickare and other ussential itema.
Priority
deposit stape to north-east) using the wood_ to furnace seun current obaervation.
aselting iros later.
Peiority
atans atans.pickase collecting snough atone, which allow you mine deposit
Queatiom:: Vist the requiteeenta for the tap aub-task? Vhat abould the player firat?
Ausver:
Roquirencnts top sub-task (Collect
txee):
Move to the tree located 2 stepa to the narthwweat.
should player reuch trww, player should nove alegs northeweat: move north, then west.
Qoeation:: List actiion the player abould take and the requirmeent for each action. Chonse ORLY from the list all Indicata cheir priority
63

---

Ansvor:
Actions Hoew (Priarity: 1/8)
Bequiresent: Plat ground above the agact.
Aations Hove Neat (Priority: 2/5)
Requieasent: ground left ageat.
3. Aation: Do (Priority: 3/5)
Requiresen: Facing
have secessncy pickd_ inveatory).
Action: Hove South (Priarity: 4/5)
Requiresent: Flat ground belov the agunt.
Actions East (Priority: 5/S)
Bequiresent: Flat ground right to the agent.
Queation: For each action
requiramett net?
Ansver:
1. Aations Hovn North (Priarity: 1/5)
Requiresent: Flat ground above the agunt.
Yes, requiresent
2. Actions Hove Neat (Priority: 2/5)
lequirenent: Flat ground left to the agent. Yex, requireent
3. Aation: Do (Priority: 3/5)
Requirerent: Facing the tree; have the recooerry tool (wood_.i clcace in the inventory).
requirezent
agent currently facing iron,
Action: Hovw South (Prinrity: 4/5)
Requirement: Flat ground belor agent.
requireeent
6. Action: Hove East (Priority: 5/5)
laquiranent: Flat ground right to the
Yes, requirement
Queation: Did the laxt player action succend? Why?
Ansper:
player action eucceeded. player
ground
direction, allosing
wove without any obstacl
Qsestion: Choose best executable
Ansver:
The best exocutable action from above to:
Action: Move North (Priority: 1/5)
Bequirenent: Flat
Stap: Ommllttiee Revard:
You action move_porth.
You see:
steps your path stops your south-cast
tree steps to your seet
coal stops to your east stops your south-east
You face grass at your front (north),
health:
food: 0/9
drink: 8/9
energy: 8/9
Your inventory:
stone:
piciapiee
Question: Action
Anaver:
Question:
List objects in the current observation. For each object, bruifly ansvur what resource it provides and ita zequirenent.
Stone:
Provides resource for crafting toola, seapoas, other atsuctures; zequires vood pickaze collected.
2. Path: No specific rwsourcw provided; wida in easier navigation and can be used marker to idantify previnualy visited places.
Zree: Provides resource crafting tools, shelters, fuol; requires special tool to collectod, but axe on better cas apead the collection process.
4. Coal: Providea coal. resouree for fueling fuznaces; requires wood pickaze bettez to be collected.
crafting higaer-laval tools, seapons, and requirea
collected.
6. Greas: No specific resource provided; can be used as flooring naterial or to create graasy euv euvironeent.
Queatian: leat taken the player?
64

---

ALsooz:
The Taxt action taken by the player una nove, north.
Question:
For each object in the list, are the zequirenents net for interaction?
Ansver:
Stams: Yea, requireents are sut, as you have wood pickase your inveatory, vhich can be used collact stone.
2. Path:
Yes, the zequirenents are nes, as there are no specific requirenenta to interact with path; you can walk on it oz follow it for navigation purposes.
Tree: Yea,
zequireantta
there
apecial toola needed collect wood from
Boueves, wsing
an are sould ageed up the collection praceas, hut you don't currently have one.
4. Coal: Yeu, the reguiremnts are net, ax you have woed, pickase in your investary, which can be used to collact coal.
6. Iran: Yea, the zuquirenents are set, you have pickapi is your inventory, shich can be used to collect irom.
required collect tron, you Grezs: Yex, requirmanta are set, there are no apecific reguirments to interact with grass;; you can it, dig it up, or use it for decozation.
Houweer,
pickaze
pickace first.
Queation: top subitaaka the player should follow. Indicata their priority out
Ansver:
1. Graft a Stone Pickarw (Priority: 5); Since the player already has a vond pickaza, the nast step ix to upgrade to a atans pickaze for better efficiency in nining and to be able collect. iron. The player use the atone pickaze to further progress the gane, st unlocies nore cratting options.
2. Collact Coal (Priority: 4): Coal is essential for fualing furnaces, and the player has wond pickase, which can be used to collect coal. collecting coal, the player can shelt iron and other ores, which necessary for crafting higher "tier tasla, swagans, and
3. Collact Iron (Priority: 3): The player will need to collect iron to craft advanced tools and ceagons, which are essential for better aurvival chanowa and to progreax in the gane. Houweer, the player rust araft stone pickaze first to be able to collect iron.
Queation:: Vhat are the requireenna for the tap aub-task? What, should the player do first?
Anzper:
The top aub-task
requiranents
1. Collect Stone: The player needs to have enough stone in their inventory to craft etone pickare. They already have 1 but need depanding the crafting recipe in the Place Table (Crafting Tablo): The player neede to have crafting table placed nearty to perforn crafting action for rakting stone pickaxe.
What the player should do firet:
the player does not, have crafting table yet, they should callectt enough wand and craft table (crafting table) first, and then place in convenient location.
stone is required, the player should their vood_ptckars
additionnl
Once the player has enough stone and access to crafting table, they should craft the stone pickaze.
Question: List top actions the player should take and the requirament for each action. Chooze ONLY frox the lset of all actions. Indicato their priority of
Ansver:
Based on the noet recent player observation (Step 76), here are the top 5 actions the player should take and the requirenente for each action. I have also indicated their priority out of (1 being the highest pricrity)..
Peiority 1: Collect Coal
Action: Do
Requirenent: Facing coal; have wood_ piciaee in the inventory. Boason: smelt
eveatually craft pickaxe and sword.
2. Priority 2: Nove Bast
Action: Kove East
Requirenent: Flat ground of agent (east).
Reason: cloeer to coal, stone, and tron, which are needed crafting better toole weapone.
3. Priority 3: Collect Stone
Action:
Requirenent: Facing stone; have wood_pickaxe the inventory.
Roason: To have enough stone to craft a stone picizaze and place furnace, which are needed for later progress in the game
Priority 4:
Table (Crafting Table)
Action: Flace Table
Requirezent: Wood in inventory.
Beason: parform the crafting action for saking pickaze other toola and veapona. Note: If playez dowan's have wood, they should first collect wood.
B. Peiority 5: Graft Stane Pickase Action: Kake Stone Pickaxe
Roquirenent: Mearby table (crafting tablo); wood, stone in inventory.
Beason: To collect iron and progresu further in the gaxe.
Dueation: For each action in the list, the reguirmeett net.?
Ansver:
1. Priority 1: Collect Coal
Action: Do
Requiresatt: Facing coal; have poo__pickase the inventory. Aro the requirexctts nct? Fartially. The player has pickape in their inventory, but they are not currently facing coal. They need to nove waat flrst, to face the coal.
Priarity
Best.
Action: Kove Fest
Bequirezent: Flat ground right of the agent (oast).
Arw the requir irwenta net?? Yea. There is indication of obstaclea to the wast. of the player they nove
65

---

Priority Collect
Action:
bequiresent: Facing stone; have vool_pickase the inventory. Are the requirenents not? Fartially. The player has wood_pickaze is their ieventory, but they are not fucing atone. They first. approach the
Priority 4: Place Table (Crafting Table)
Action: Place Table
Requiresant: inventory.
the reqeirennnt not? No. player done not currantly have wood in their inventory. They will nead to callact vood beforw placing table.
Action: Stane Pickase
Bequiresant: Bearby table (crafting table); wood, stone in invencory.
are the reguirmennt net? No. The player neads have nearby crafting table, well both wood and stone in their inventory. Currently,
onl
their inventory. They
place table
first seot "nearby
requirenent.
Queation:: Did the last player action aucceed? Nhy?
Yex, the player action (nove, north) anccanded. Tt. succenseed because there vax flat ground (graxs) the diraction the player ana roving (north)), allowing the player to nove theze.
Dreatiom:
best, acecutable
from
Ansver:
The best esecatable action from the 1ist above 18:
Priority
Action: Move Kast
Requirazant: Flat ground right of the agent. (maat).
Moviing waxt bring the player closer to the coul, atone, and iron, player, they and peapone.
for craftiing better toola
Stap 39, Cummlative Revard: O, 0.
You took action
You sen:
grass steps to your north
stone
path stops to your sourh-cast
tree steps to your pest
iron steps to your soush-east.
You
your
Your statuc:
bealth: 9/9
food:
drink: 8/9
energy: 0/9
inventory:
stone:
pood_piciaao::
QA
Osestion:
Ansper:
Question:
List objects current obsorvation. each object, broifly ancver resource it provides its requirenent.
Ansver:
Provides specific
building. 3o requirenents. but used flat boilding structures. Requires wood_pickaae crafting
Stone:
Provides resources, can
to mine.
3. Path: Prorides path for casier zovenent without obstructions. Ho requizenets.. cracting
Providea resouzcea,
and building shelters. Requirea vood_pickaze
bester to
6. Coal: Provides ceal. resources, can be used as fuel for cociting irom in a furnace. Requires vood_pickaxe or better to xine.
Irea: Provides iroe
cracting highor-tier tools and weapons. Requires stone_pickaxe
mise.
Question: What was the last action taken the playor? Anaver:
The action by player was nove_east.
Questiio:: For euch object in the liat, are the requirmments net. for interactios?
Ausver:
Grass: Yes,
no zoquirenents for intoracting with grass.
2. Stane: Yea, you have wood pick_ei in your inventory shich neeta the requirmment to nise stone.
8. Path: Yes, there no requiremenza for using the path.
Trew: you
pickase your inventory which mecca the exquireentt mine coul.
repuireeent
from
Coul: Yes, you have wood_pickuse your inventory
6. Iron: No, you need stone_pickaze or better to mine fres, and you currently only have wood_pickaze in your invectory.
Queatian: List top sub-taaka player should follow. Indicate their priority
66

---

Amsoor:
Graft atonw_F attome_picaaeteee pickazs: Priority 5/8 Crafting atone_pickase allow you iron, for upgrading your toola and seupana.
Priority atone tools building structuraa.
provide reguired atone,pickase and other it will be neceassry you collected
Mining
5. Nine coal: Priority 3/5 Mining coal will provide fuel for amitinng iron furnace. While not imadiataly assential,
Queation: Vhat are the requireennt for the tap aub-task? What, ahould the player do firat?
Ansver:
Por top
(Graft
picless)), requireennt
Save atone in the inventory (at least 3 piscea)
Rave uond in the inventory (at. Imaat piace for the handle)
The playar hax atons in their inventory. They should firat mine sore stone (2 additional piaces) to mest the reguireeenta of crafting stone_pickazs.
Queation: top
the player should take requirement. for actioon Chonss DNLY from actiona. Indicate their priority out of 5.
Ansper:
Priority currently fucing coul)
Requirement; Facing
have vood_picckae inventary- (Playar picksss
2. Priority 2: Nove Rast. Raquirmeet:: Plat ground to the wast of the player-
Priority 3: Bo (nine stone) Requirenent: Pacing stone have good pickaze in the inventory.
Priority Hove Vest
lequirement: Flat ground
of the player.
Priarity Nove
Requirmeet:: ground to
Qseation:: For each action in the list, the reguirasents net?
Ansver:
1. Priority 1: Do (nize coal) Yes, the requirenents are zet. The player has a 2ood_pt cizzze in their inventory, and they're eurrently facing coal.
Priority
Yee, requirenent
ground (atone)
player.
3. Priority 3: Do (nize stone) No, the requirenent is not net yet. The player not facing stone at she noment, They need tiret.
Priority 4: Hove Vest Yee, the requirenent is not, The player can see flat ground (tree) to the sest.
Priority Nove South Yes, requirezent
flat the south of player.
Oseation: Did the last player action succeedy Why?
Anzper:
Yes, the last player action (novo_eact) eucceeded in that direction.
flat the of player, allowing Osestion: Choose the best executable action from, abore.
Ansver:
The executable action above Priority
coal).. requirenente net, player pock_pickase in their inventory and is currently facing coal.
Step 40, Cusulative Revard: 1.Oreennennn You took action do.
You see:
grass steps to your north
stone 2 steps to your east steps your steps your south-east iron 2 steps to your south-east
You
your (waat).
Your statuc:
bealth: 9/9
food:
eaergy: 8/9
inventory:
coal:
wood_pice pinllppccaae:::
Question: Action
Anaver:
Move East
Question: abjecta current oiservation. wuch object, brwifly ansver resource it provides
requirenent.
Anauwr:
Resource Saplings planting, Requirmeent Kose.
67

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cracting tools and building naterials, Requiceent Nood pickaze stronger. Path: Besource Nona, Requimmennt Konw (it is travarsable terrain).
Besource
4. Tree: Resource Vood for crafting toola and building sateriala, Requirasent Mone,
6. Coal: Besource Coal for smolting and fuel, Bequirezent Food pickaxe er stzongez.
Tram: Resource Tron crafting advanced tools and seagona, Regsireaett Stane pickase stronger.
Question: What was the last action taken by the playoz?
Ansow::
The action taken by player "do."
Queatiian: For each object in the list, are the reguirenent ost for interaction?
Ansoer:
callected hands any Stamw: Yea,, requirments are set for interaction alnce you have wood wood_ pickasw in your investory.
Yex, requiraennta
for interaction grass
3. Path: Yea, the zequiresenss are net for interaction as it is a travermable terroin and allows you to zeve.
4. Tran: Yex, the regsirmants
nat for interaction na treas you
be chopped down with handa or tool.
for Iran: No, requireenta are not net for interaction as you need atone pickaxe or stronger to aine iren, and you only
Coul:
requireanta
vica_pickaze your inventory.
have snnd, pickass in your investory.
Qsestion: top sub-taske player
follow. Indscate priority out
Ansow::
1. Graft a Stone Pickaza (Priority: 5/5) Since you alrendy have stose and a vood pickaze in your invencory, crafting stote pickaze will allov you collect iron and other advanced resources.
Collact norw Blone (Priority: 4/5) Gather ing nore stone will unable you craft additional toola, keapous, and building saterials, like stone awords and turnaces.
Collect (Priorsty: 3/5)
escential reccurce crafting and building. laaving nore wood your investary will help you create tools, weapons, and sbeltera neaded.
Osestion: Vest requirenents for the top eub-tack? What should the firet?
Top Sob-task: Graft Stone Pickass
Requirasenta:
Hearty crafting
2: Wood and stone in. iaventory (already have one stone)
Vhat chould player do firet: Collect nore Stone:
steps the cast; nove towards or place Crafting Twble: there in no craftting table nearby, uae the callacted wnnd to crafs one and place dovz.
pickaxe to
Graft the Stone Pickaze: Approach the crafting table and available wood and stone in
stone pickazo..
Question:
List top actions the player should take and the requirament for each action. Chooze ONLY frox the lset of all
actions. Indicato their priority of
Ansver:
3. Priority 1: Nove Bast
Requirenent: Flat ground right to the agent.
Peiority 2: (Collect Btono)
Requirenent: Facing stone (to the east), and have a pood_ptckare in inventory.
Priority 3: Nove Vest (cill you find crafting Table suitable place for Roquirenent: Flat ground left to ageat.
4. Priority 4: Place Table (if 2o existing Crafting Table is found) Requirenent: Wood inventory.
6. Priority 5: Make Stome Pickaxo
Requirenent: Hearby table, wood and stote investory (collected in previous actions).
Question: each action the list, are the zequireseate net?
Insper:
1. Priority 1: Nove East
Requirezent: Flat ground right
Status: Ket (You face path to
2. Priority 2: Do (Collect Stono)
Requiaaant: Status: Not Not (You are not facing stoze)
suat), and wond_pickase in inventory.
3. Priority 3: Nove Vest (cill you find Crafting Table or auitable place for ons)
Requirenent: Flat ground left
agest.
Status: Ket (You dee tree stop to your weet)
4. Priority 4: Place Tablee (if 20 existing Crafting Table is found)
Requirasat:: Wond inventory.
Status: Not Not (No vood in inventory)
5. Priarity S: Nake Stone Pickase
Requirasant:
table, voed and Status: Not Not (Table nos found and wood not inventory)
investory (collected in pravious actions).
Question: Did the last player action succeed? Why?
Anaver:
Yea, the last player action aucoweded. The player vaa able to collact coul becasse they verw fucing coul and had the necessary tool. (vood_pickaze) in their inveatory.
Queation: Choose beat executable action from
68

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ALsoor:
The bast wtecstable action from the aboow lac
Priority 1: Nove East
Requireent:: Flet ground right the agent, Statua: Met (You face pach the waat)
Stap: 41, Comllative Ravard: You Look actiion sove, meatt.
You
greas steps to your weat
path 2 atepa to your south weat stepa your
trae steps to
atepa to your souch-east
iron steps to your south
your
Your status:
bealth: 9/9
food: 8/9
drink: 7/9
energy: 8/9
inventory:
stons:
coal:
good picaae::
Quention: Action
Ansper:
Osestion:
List objects in the current obeervation. For each object, brostly anseer shat resource it provides and 198
ragrirment.
Ansper:
no Stane: Procider stone rиаоuтснs, requires uood, prickaes or batter mine.
resourcee,
you nove freely wishout obstacles.
3. Tree: Provides wood resources, requires uring hands or an axe to chop/cut dosn.
to avoid Coal: Provides coal. resources, requires pickaee or better nine.
Lava: laazardous, resource provided.
Irom: Provides iree resources, requires a comooppccaas or better to mine.
7. Path: Provides easser movenent and navigation, no resources provided.
Osestion:
action taken by the playor?
Ansver:
The last action takee by the player was nove_cast.
requirenent haring wood_pickare Question: each object the list, are the zequireneate
interaction?
Ansper:
1. Grass:
You can more on the grass freely, no the requirenent of flat ground net.
for mining 4. Lava: The requirenest is to avoid it for your sarety, so stay aay and don't interact with it.
You
pood_piciaxe your inventory,
stone.
3. Tree: You can use your hande or an axe (sf you had one) to chop/cut it dom, to the requirezent i5 met.
Coal: You have pooduptciaxe your inventory,
requirenent
poca_pictaxe better for mining
6. Iron: You have vood_ in your inventory, zhich is not sufficient for mining irom. You need stome_pickaze or
better to neet the requirenent.
Path: You
path without any zequirements,
requiresent
for easier
navigation.
you craft Qsestion: List top sub-tarke the player should follow. Indicate their priority out of 5. your inventory, and with
Ansver:
Craft Stone Picizare (Priorsty: 6/6): You have picisaze, allove you zine iron.
2. Collect more Stone (Priority: 4/6): Mine the stose you're facing to gather nore and be able to craft stome pickaze.
(Priority: Qace you crafted scone pickaxe, nine the iron thas's scep to your nouth collect iros resources for future tool and weapon crafting.
Question: Vhat
requirenents for the top sub-task? What should player firat?
Ansver!
Bequirezants for the top sub-task (Craft a Stone Pickase):
1. Collect 2 noze stoses (You currently have i stose in your inventory; a total 3 stones aze required).
nearby crafting table.
Vhat should the player do firet: Nine the stone you'rw fucing (ta the waat:) to collect norw atones.
Question: List top actions player chould take requirencat for action. Choose ONLY frox the all actions. Indicate their priority out of 5.
Ansver:
Priority Facing stone; have necumarry tool (vood pickaai)
stons)
Requirements:
Priority 2: Novn Weat (To back to the graas) Requirmeetta: Flat ground (grass) the
player.
69

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Priority (Crafting table)
Requicasents: Enough collected vood in iaventory.
Requirements: Hearby table; (Upgende
Priority
alose in inventory.
Priority S: Collect Drink (Beatorw thirst)
Requiresents:
lake.
Queation: For each action in the list, are the raquirenents owt?
Ansver:
Priority
Requirmentt:: Facing atons; have necezzary (vood, pickaze)
Status: Raquiranenta out (Playar is facing scone and hes vood_pickaze in inventory).
Priority Nove Weat back the
Requiresents: Flat ground (grass) the
playez.
Status: Beguirweena net. (Grasa is step to the swat).
Priority
(Cratting
Requiraments: Enough collacted sood inventary.
Status: Requirmmnna not set (Player dowas't have any soed in inventory).
Priority
(Upgende Requireentt:: Hearby table; collected
pickaze)
alose in inventory.
Status: lequirmente not net (Player doean't 't. have table, and there is no wood in inventory).
Priority
Reguiraments: Be close to source like lake.
Status: Beguirments not swt (Player dosan't, see water acurcw in their purrect observation).
player
Why?
Ansver:
Yes, the last player action succeeded because the player was able to nove east eithout encomtering obetacles 38ruee. The playaria observation after the action indicatex
the aurroundings the direction the
facing,
the successtul zovenent.
Queation: Choose the bext, asecistable action from above.
Ansper:
executable
Priority
requiremnte
since player facing the atone
wood wood_ piickae thair inventary.
Sto:: 42, Comulattve Roward: O, You taok action do.
grane steps to your sest stone 2 steps to your north-oast steps your steps to your norch-oast
coal stops to your south-cast
sron steps to your souch
You path your
Your starus:
bealth: 9/9
drink: 7/9
energy: 8/9
inventory:
stone: 2
coal:
Question: Action
Ansper: South
Question: List objects in the current obsorvation. For each object, broifly anseer shat resource it providee and itc requirmmnt.
Provides resourcee. requirenente.
2. Path: Providea se resources. No zequirmmnta.
8. Tree: Provides wood resource. Requires a sood or better pickaze to collect.
Providea
Avaid Provides fuel resouree fursaces. Bequires vood or better pickaze collect.
presest dasege.
6. Iron: Frovides ires resource for tools and veapons. Requires stose or better pickaze to collect.
7. Stame (in inventory): Providex stons collect.
for toola, vespons, and building auteriala. Reguirws wood bei
Queation: Veat vea the laat action taken by the playee?
Ansver:
The
by player
Question:
For each object in the list, are the zequiresents net for interaction?
Ansowr:
requisesenta interaction, yea, reguirenena
70

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Path: requireranta interaction, yea, requirenenta
Tree:
Requirea wood or better pickaze to collect. have wood pood_piikeeee your inventary, so yea, the requi rermnts
nEw mel.
4. Lava: Interaction is not advised, it can cause duzage. So, the requirerents for dafe Interaction are not aet. pickaze
Cowl; Requirea
have wood_ pinkaee your inventary. yea, requi
met.
6. Iron: Requizes stome or better pickazoo to collect. You currently have a vood_piciaze, so no, the requiremente are not
Stane inventery): Requiawa sood investary, there's need for interaction at the roment.
pickaze collect, shich you already have. it'a already your
Queation: List aub-taska the player should follow. Indicate their priority out of
Collact norw atone La create atone pickasw (Priority: 5/5). Crafting stose pickaze will allov you collact iron, which is essectial for nore advasced tools and weapoca.
Collect vood from. nearby atructures (u.g.. table and sheltar).
(Priority: 4/5). Wood is crucial for crafting additional toola, wesgoss,,
3. Collact coal Iros. the nearby coul deposit (Priority: 8/5). Gachering more coal will be helpful for amilinn iron and turnace.
Queation: Vaat, are the requiseenta for the tap aub-task? What should the player do fisst?
Ansper:
craftted The player should first noww to stone deposit, faoe it, and then use the "do" action with the wooden pickaze callaat etone. Once enorgh stone collected,
accmmplist top substask of mollecting
pickaze, the player atose depoait.
pickaze, shich thay already have in their inventory, and
player can craft stone pickaze at table.
Queatiion: List top actiions the player should take and the requirement for each action. Chonse DNLY from the 1iat of all actions. Indicate their priority out of 6.
Priarity 1: Move
Requirment::
ground
agant.
Heason: The player needs to get closer to the iron deposit, which 18 step to the nouth.
Requirenent: Facing cresture or naterial; have necessary (sood_piciaae Reason: Unce the player ie close to the stone deposit, they should use the wooden pickaze to collect more stone.
Priority 2:
Priority 3:
Hove Vest Requirement: Flat ground left to austable location place table for cratting.
4. Priority 4: Place Table Requirement: Wood in inventory. needs table to
Heason: The
pickase.
Hake Stome Pickaazo Requireaent: Hearby table; seed and stone in inventory. Reason: Unce the table 18 placed, the player can craft stone pickaze, which allove the collection of froe and more efficient collection of other natorials.
Priority 5:
Qseation: For each action in the list, are the requirazents net?
Ancper:
Priority 1: Hove South
agent. Status: Ket. The path is belce the agent, providing flat ground for noving south.
Requirenant: ground
Priority
Requirenent: Facing creature or naterial;; have the necescary tool (sood_pickaxe).
Status: Not Net. The player is currently facing the path, not resource, The player has the necessary tool, though.
Priority 3: Hove Vest
Requirezent: ground
agent. Status: Ket. There is grass to the left (gest) of the agent, alloving for novenent in that direction.
Priority
Requirencnt: inventory.
Status: Not Not. The player currently does not have wood in their inventory. They need to collect it firet.
Priority Make
Ficiaazo
Requirenent: Mearby table; wood stote investory.
Status: Hot Not. The player needs to have a table nearby, shich is not currently placed. Adlicionally, the player needs wood in their iaventory, Which they don't have at the moxent.
Question:
last player action auccoed? Why?
Ansper:
Yea, the last playez action aucoweded. The player took action "do" vbea facing stone and had wood_pickaze in their investory, alloving collect the stons, which evideaced by the increase stone count their inventory from
Question:
Choose the best executable action froz. above.
The executable action from the above Priocity 1: Nove Bouth, ita requizenent (flat ground below the agent)
is net.
Stap: 45, Canulativ Rouard: O.Q
You took action nove_south.
You 200:
grass steps to your west
stone ateps to your northreast.
stepa your
71

---

stepa your
atepu to your northrwaxt.
coal stega to your southreaat
You iron your (south).
Your status:
bealth: 9/9
food: 8/9
drink: 1/9
energy: 8/9
inventory:
atans:
coal:
sond pickaze:
Question: Action
Ansver:
Hove Narth
Queation: List objects the current observation. each objact, breifly ansver what resource it pravidea and tta reqliramnt.
Ansver:
Providea spacific rexaurces; reguimemntz.
Stome: Provides stone eиsourcи; zuquirea wood_ pickaxe or higher-level pickaze collect.
3. Path: Provides safe ground for noverect; no requireents.
4. Trem: Providea vood resource; requires ace other appropriate tool collact.
Lava: liazardoue, provides no resources; stay avay from it
desage.
Conl: Provides coal. resource; requires pond pickaze or higher-level pickate to collect.
7. Tram: Providea fron resnurce; requires stons, seimeepickeee pickase or higher-lavel pickaze to collact.
player?
Ansvwr:
The last action taksen by the player wae "ouut.
Qsestion: each object 11st, are the requiresente interaction?
Inzper:
1. Grazs: No spacific interaction renanta; requirweents nat.
Stane: Bequires vood_pickaxe
highor-level spectfic interaction requireents; requiresente
to collect; requirenents zet (pood_piciaze investory).
Tren: Requiras an ane or other approgriate tool to callact; requitementa not nat (no are in inventary).
6. Lava:
laazardous, aroid interaction; specific interaction requirenents.
Coal: leqqires wood_
higher-level higher-level pickaze to collect; requirenctt not not (scka_pickaze in iaventory, but
to collect; requtreentss not grood_piciaze in inventory)
Iron: Requires stose_pickaxe stone_pickars is needed).
Question: List sub-taske player should follow. Indicate pricrity out
Ansver:
1. Priority 5: Graft stone pickaae This will allow the collection of tron and enable the creation of more advanced tools and reapons. To do thic, the player needs more stome (they have but at least are nceded).
Peiority 4: wood Collecting
essential crafting itezs, structures, The player cbould find an appropriate tool (e.g., an axe)) to officicntly collect wood fron the nearby tree.
tools ceapona, buildiag
Priority Maintain food, drink, energy levels player needs keepp an eye on levels casure eurvival. They can collect more resources to secure food and drink suppises and sleep when their energy is loz.
Question: Vest requirenents for the top eub-task? What should player firet?
Ansver:
Top sub-tack: Graft stone_pickaxe
Requiresant::
Collect stones (the player slready has so they need. moze).
2. Use an existing table, or collect wood and place table for crafting.
3. Use the table to craft the siciaepi
player
The player should first find and collect 1 more stome to fuirill the requirerant of 3 stoses. Biace there is stone 2 staps to the north-oast, the player can nove in that direction and collect the stone.
Question:
List top actions player should takeo actions. Indicato their priority out of 6.
requirenent for action. Choose ONLY frox the all
Anaver:
above the Boquirement: get closer the stone vhich steps to north-oast.
Priority Nove North: Flat
2. Priority - Nove East: Flat ground right to the agent. Requizmaen::
which
atapa
3. Priority Do: Facing creature or naterial; have necessary tool.
Requiewaent: Facing the stone and having the required tool (vood_pickaass) in the inventory to collect it.
Peiority Nove West: Flat ground
the agent.
Requirement: To head back covards the area where the player previnualy aus a table or suitable sateriala for crafting.
Priority Make
Pickase: Hearby
investory.
Reguirmmett: The player must havw piaces alose, sood_pickkee, and access nearby table. Aftur collacting the additional stose in stop 3, the player will have all the necessary zesources to craft the stone_pickazee
Queation: For euch action the list, the requirammtt Det?
72

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ALSOEE:
Priority Nove North: requirement flat ground aboew agent net.
2. Priozity 2 Xove Bast: The requizenent of flat ground right to the agenz net.
Priority
agant not currently fucing stone, so eequiremett not yus sut. ageat does necespary tool (sood_pickaze) in their inventory, so this part of the requirezent is net.
Priorisy
requiseeet flat ground left
agent
5. Priority Nake Stone Pickase: The player currently bas only piecea of stone in thwir inventory and needa B. Therefore, this requirenent is not net. The other reguirenents, which are having wood_pickase and accezs to nearby
Question: Did the last player action succead? Mhy?
Ansowr:
the player action aouch aucoeeded player, alloving
open space (flat ground) available south
that direction.
Queation:
Choose the beat uxecutable action Irom: above.
The acecutable action from the Priority Hove Morth, ita reguirmennt flat ground above the apent set.
Stap: 44, Comolative Revard: O, 0.
You tank actiion north.
You nen:
stone staps to your waat
steps
steps your
atepu to your northrwaxt.
coal 3 steps to your south-east
iron to your south
cou stops your sorth-west
You face grass at: your front (north).
9/9
food: 0/9
1/9 energy:
Your inventory:
coal: wood pic
QA
Osestion:
Action
Move East
Question: objects
obsorvation. each object, broifly
and its
requirenent.
Insper:
1. Grass: Provides no resources, zequirenente.
requires veed_pickare Provides easser navigation, requirenenss.
Provides
4. Tree: Provides veod, no requirenets to start intoraction.
6. Lava: Dangerous, can cause danage, ressurces, avord it.
requires pock_pickaee Iron: Provides 1zos, requizes stous_pickaze nise.
Frovidea
8. Cos: Provides focd, no requirenente to start interaction.
Question:
last takes the player?
Ansver:
The last action taken by the player was nove_north.
Queation: For each object
the requirament Interaction?
1. Grass: No roquirenetts to intoract; requirescate net.
2. Stome: Bequires pickape sine; requizenenta xet (vood_pickaze the inventory).
Path: requirasants; requirenents
Zree: requirenents etart interaction; requirenente net.
5. Lava: Avoid ie; no requiterett to zeet.
6. Coal: Requires sood_pichaze to mine; requirenents aet (vood_pickaze in the inventory).
Reguirea stoce_pickaze sine; requiterena
atose,pickaze the inventory).
requirenents interaction; requirenenta
Questiian: List subttasks the player should follow. Indicata their priority out of
Ausver:
Craft stone_pickaxe (Priority: B): Collect stone using sood_piccaze craft stone_pickare.
2. Mine izen (Pelority: 4): After crafting stone_pickaze, nine the irom collect it for auking iron coola and weapona
3. Gathez sore food and drinks (Priority: 3); Interact with the con to collect food and find vater source to refill the drink
73

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Question:
requirenenta the top aub-task? What should player firat?
Ansver:
Bequicenents for the top sub-task (Craft a stane_pichase))
1. Collect pore stone: The player already has vood_pickaze in their inventozy, they can xine stome fron nearby stome
blocks.
siosw,pickaze, the player needs table. the player dowan't ose, they need collect zoze sood and then place a table.
should player do
Chack they have table: they don't one, they need to collact rore to crafts place table.
2. Mine stose with the sond_pickaze: Collect more stons by using the vood_pickaze on nearby atone blocks.
Queation: top
player actions. Indicate thair priority out
requirarant.
ONLY fros
Ansver:
Priority 1: Nove Rest
Requiraant:: get closer
agent.
crafting atome_piclaze later.
2. Peiority 2: Do leguirezent:
necessary
Reakon: the wood, prickese to mine xtons block standing nest. to atone
Priority 3: Nove Vest
Requiraeett:
left agent.
the player
have table, thay nove closer to taw collect wood.
4. Priority 4: Do
Requirenent: Pacing creature or naterial;; necessary
Reason: Use the wood, pickase to chop down the tree shen atanding nett to tree, collact for crafting table.
Priority 5: Place Table
Requiraeent:
inventory.
Beason: Place table player enough their inventory, ao they can later craft stone_pickes using the table.
Osestion:
action 11st, zequirenente net?
Anzper:
1. Priarity 1: Nove Rext.
Requirenent: Flat ground
Requirement
(path step to your
2. Priority 2: Do
lequirement: Pactng
natertal; necessary tool.
Roquirenent Hot yet (the playez
tovardz stone block, shich requires noving
3. Priortsy 3: Nove Vest Requirenent:
left
Requirement
(graze step to your
4. Priority 4: Do
lequirement: Facing Roquirenent
naterial;
tool.
yet (the playez
towards face tree, zequires moving
6. Priority 5: Place Table
Requireneut: Wood
Roquirenent (the player currently not
inventory)
Question: Did the last player action succoed? Nhy?
Ansper:
player action alloved the playor to nove without any obstacles.
succeeded
ground (graze) direction,
Question:
best executable action
Ansver:
The best exocutable action from the 1ist above ic:
Priority Nove East
Bequirenent: ground right agest. Beguiresent Not: Yes (path stop to your east)
Stap: 4E, Conulative Revard: 0.0 9.0reemeennn You Look actioon
You
grasa ateps to your weat
path stops to your south ateps your
stepa to your norch-east
cool stops to your south-oast
iron 2 atepa to your south
steps your
You fuce stone et your front (waat).
9/9
food: 8/9
drink: 7/9
energy: 8/9
74

---

inventory:
stone: 2
coal: 1
pickase:
QA
Question: Action
Ansow::
Place Tuble
Queatiion: List objects in the current oiservation. For each objjcc, breifly anscer what rwsdurce it provides and its reqliramnt.
Stame: Provides stone essourGw; requirea a wood_ or betcer to collact.
2. Gress: Can be turned into saplings for planting; no apecific requirenents to collect.
5. Path: Providex
of vovement;; specific requirweents.
Providea vood reanurcw; specific requireenta collect.
Lava: Dangerous to touch, can
fuel source; requires container safely collect.
6. Casl: Provides coal. reanirce, assential for sealting: requiras vood pickaze or better to collact.
7. Tram: Providea Fron rasource, used to nake sironger tools and veggnn;; ruquirea pickaze or becter to collect.
Provides food when defeated; sgectfic requrenents
Queation: Weat, wea the laat action taken by the playee?
Ansper:
The
by player
Qceation: For each object in the list, are the reguireents not for interaction?
Ansow::
Stone: Yes, requirexents are zet the player pood_piciaze their inventory.
2. Graen: Yes, there are no specific reguiremnns to collect grazn.
8. Path: Yes, there are no apecifip reguireents to interact with the path.
Tree: Yee, there
specific requirenmte collect sood fron the safely Coul: Yex, the ruquireenta are nst the player hea vood pocd_pickass
No,
player does
their inventory.
7. Iron: No, the player does not yet have a stone pickaae or better to collect the iron.
Gon: Yea, there
specific requirenenta to defent the for food. Hoowear, having weapon like sword would
helpful.
Queation:: List, top sub-taakc the player shauld follow. Indicate their priority aut of 5.
Ansper;
Craft stone, _pickaze (Priorsty: 6/63: Crafting stone, pronk_e will allow the player to iron, essential for craating better tools and swagona. The player hax the necessary wood wood_ pickaze and stone in their inventory to
craft it near table.
Collect iron (Priority:
4/6): the player has crafted stono_pickare they should collect irom to craft upgraded boole and weapons, Iron 15 stope to the couth in the current obsorvation.
Defeat
food (Pxiority: 3/6): With eufficient food, the player asiatais their health and game, cop steps to their north-vest, and shile respon like sould be useful, not strictly necessary for defewting the cow.
Qsestion: Vest requirenents for the top eub vib-tack? What should the player firet? Ansver:
The requirenets for the top eub-task (Craft a stoce_piciaxe) are:
close table Stone in the inventory: The player needs have stone in their inventory create the tool.
1 nearby table: player
stose_pickaze.
3. pickppe Since the player already has a wood_ they will be abll to collect more stose if needed.
The firet player should Flayer Ieservation Step 88). dace the rable is crafted and placed, the player can then craft the steso_pickaze.
player should
find craft table. As don't in iaventory
any information about table being nearby, (nentiooned
table by placing st, as they have enough
Question: List top actiona the player should take and requirenent for action. Choose ONLY frox the list all actions. Indicato their priority out of 6.
Ansper:
1. Priority 1: Flace 7able (Boquirexent: Food in inventozy)
The player chould place table enable crafting the stene_pickaze. They enough wood in their inventory (bared Player Observation Step
2. Priority 2:
Make Stone Pickaaee (Roquiremente:: Hearby table; wood, stone in inventory) to
After crafting table, player should inveatory (based on Flayer iiservation Step 90).
acone. They have snough vood
their
3. Priority 3: Nove South (Raquiranet:: Flat ground below the agunt) get
The player should future crafting.
both coal iron resources since they cill need coal and for
4. Priority 4:
Do (Facing coal; vood_pickaae or stoos_piccazee in hand)
The player sbould sine coal they adjacant it. They requira vood_pickas pickkee mine the coul. player currantly has the pickaee and will have the ptcne_pickase after parforning Peiority
S. Priarity S: Nove Bouth (Baguireeet:: Flat ground below the agant)
After collecting
player should continue noving
toward the
aine it
Queation: For euch action in the liat, are the reguirenenta net??
Ansver:
Priarity
Tahll (Beguireant: Wond inventary)
Yea, the zequirmment is mwc. Based Player Observation Bteg 38, the playez has wond in thair inventory.
2. Priarity 2: Make Stone Pickars (Baquireentaa Nearhy table; wood, stone in invwntarr)
75

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of player, allowing action will be available the player perforas Priority (placing the table), Based Player Observation Step 90, player hax enough and stons in inventory.
a. Priority 3: Nove Bouth (Requirerent: Flat ground below the agent)
the requirment is Baxed Player Obsarvation Step
path step player's south.
Priority 4: Do (Facing coal; pood_pickaze oz stose_piclaze in hand)
Yex, the reguieeeenta Priority 2, the playez
set. Based Player Observation Step 90, the player has piickze in hand. After parfominng
atose.pickaze.
5. Priority 5: Nove South (Requireent: Flat ground belov the agant)
Yea, this requirenent is aut. Following Priority 3 (noving south ence), the player will be closez to the from reaource. Step 90, there flat ground (path) step player'a
Player
Question: Did the last player action auccead? Mhy?
Ansow::
the last player action (sove, eest) succeeded then to aove
geound (grnas)
dixection.
Question:: Choose the beat usecutable action from: above.
The atecutable actioo from the ahove ia Priority ts Place Twbll (Raquirmentt: Vood in inventary). The player hax snough sood is their inventory, so they cas place the table to snable crafting the atonk_pickess.
Stap 46, Conulative Revard: 0, You tank actiion place
place_table. tablu.
You nen:
graza staps to your seat
steps your steps your
ategu to your northreaxt.
coal 3 steps to your south-east
iron to your south
cou stops your sorth-vest
You face stone att your front (eaat).
beslsh: 9/9
food: 0/9
drink: 1/9
energy:
Your inventory:
coal:
wood pickase:
QA
Osestion: Action
Ansver:
Hove South
Question: List objects
obsorvation. each object, broifly
it provides and its
requirenent.
Insper:
1. Grass: Provides resource for planting caplings and groving crope; requirenente to interact with.
Path: Alloss easy novenent and traversal; requirezent to interact with.
Tree: Prorides wood, resourcn for crarting itens; requires
chop dovn.
4. Lava: Can be used as fuel in furnaces or as neans to dispose of iteus, but alse poses danger to touch; requires a buckect to collect.
tier Iron: Provides resource for crafting iteas and tools; requires stone higher tier pickaxe to
Coal: Frovides
fuel furnaces and torches; requires
7. Cos: Provides food when killed and leather for amor and crafting; requires a peapon or hand to zill.
Question: Vhat
last
taken the playor?
Ansper:
The last action taken by the player was "place_tablo."
Queatimn: For each object the
the requirament
interaction?
Ansver:
1. Grass: Yes, the requirexente are zet for interaction as no specific tools are needed.
2. Path: Yea, the zuquireenns sut for interaction us no specific tools are needed.
Tree:
requiresente
for interaction you
sood_piciaze your inventery.
Lava: No, the requiremente are not not for interaction as you
bucket safely collect
5.
Coul: Yea, the sequiresenta are ast for interaction aa you have sood_pickaze in your inventery.
6.
Iron: Yes, the zequirenents are net for interaction as have pood_piciaee in your inventory, shich is enough mine
Yea, zequirennna are not for interaction as you can attack your averd vould be nore officient.
vocd_piclaze, although
Question: top sub-taaks player should follow. Indicate their priority
Ansver!
1. Mine Troe. (Peinrity: 5/5): Collect frea using the pink_p to uggeade toola and veapona.
2. Collect and Drink Vater (Priority: 4/5): Restore the player's thirst level finding sacez source and de drinking frem it.
Dow Food (Priority: 3/5): Attack the cou using your hand pick_pickase to obtain food itana for raplenishing the player's bunger.
Queation: Viat requiseenna for the tap aub-task? Vhat abould the player firat?
76

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ALsoor:
Top Sub-task: Mins Tron
Requicesents:
1. Possess 2ood or stone pickaxe.
Looete Tron blocks within the the Iron block start mining.
the player nesta the requitanenta already (having wood, wood_ picksow in their inventory and iron to the south), the atega zeach the Iron block.
first thing the playez should is
Queation:: List top actions the player should take and the requiremen for each action. Chonse ONLY frox the liat of all actions. Indicate their priority out of E.
ground below agent) 2. Peiorisy 2: Nove Bouth trequirannt: Flat ground belov the agant)
Peiority 1: Nove South (ruquirment::
5. Priority 3: Do (reqsirwent: Pacing Iron block and have necwssery tool wood pickace)
Priority Nove
(raguirennt:
ground
agent)
Peiority 5: Nove North (requirmmnt:
ground above agunt)
Question: For euch action in the list, are the requirenett net?
Priarity 1: Move South (raguirmeet:: Flat ground balow the agent) Yea, there is path step to the South.
2. Priority 2: Nove Bouth truguirmnnt:: Flat ground belov the agent) Yea, assuning that the first Nove Bouth is saken,
there should be flat ground for the second
Priority Iron. block atapa the South) black have necazarry
(raquiraant::
pickase)
player facing the
vool_pickase their inventory.
4. Priority 4: Nove North (regsirenett: Plat ground above the agent) You, the flat ground will be available after the
completiion of the previous South novea and the ho action.
Priority Hove
agent) Yes, ascuning that Hove North taken, there should be flat ground for the second nove in this direction.
(requiremen::
ground
Osestion: Did the last player action succeedy why?
Yea, the last player action aucomeded beckuse based on ciservation stap 82, they placed tabll.. The player had the required wood in their saventory and the faced stone, which indicated that there was enough space for the table to be placed.
Qsestion: Choose the best executable action fron above.
Anager:
The executable action fron
Priority Hore South (requirement: Flat ground below agent), neste requtrezent bringe the player closer to iron
seeeeeeenSStp:: 47, Cumulative Revard: 0.0 You book action 207e_couth.
You
grass steps to your peet
stone steps to your north-east
path 1 stops to your east
tree steps your
steps to your norch-oast
cool 2 stops to your south-cast
You irom your (south).
Your statue:
health: 9/9
food: 0/9
energy: 8/9
inventory:
stone:
coal:
QA
Qsestion: Action
Ansoer:
Do
Question:
List objects current obsorvation. each object, breifly ansver what resource it provides and its requirenent.
Anaver:
Grass Besource provided: Block sapling for planting. Requirenett:
Stone
Resource provided: Stone naterial for crarting or building. Requirencat: Nood pickaze to collect.
8. Path
Resource provided: Horasent without reatriction. Requiterent: Houe.
4. Tree
Besource provided: Wood for crafting, building, or naking tools. Requirenent: None.
provided:
Requirment: Nona. De
with lava.
Resource provided: Goal for amelting and crafting. Requirenett:
pickaze collect.
T. Irea Resource provided: Iron naterial for crafting, tcols or weapons. Requirenent: Stone pickaze to collect.
8.
Cow
Resourcw provided: Food and Teather when killed. Requiraaatt: Tool veapan to defeet.
Question: Veat was last action taken by the playor?
Anaver:
The last action takea by the player was "nove_sout2".
Queation: For wuch object the liat, are the zequiramets interaction?
Assper:
Grezs Requireeent: Mone. Yex, the requirmeants swt for interaction.
77

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Stone Bequiresant: Hood pickaxe collect. requirazents since you vood_piclaze your
Inventary.
3. Path
Requiceaent: Youe. Yea, the requicesents are set for inceraction.
4. 7ree
Bequiresent: Yone. Yes, the requiresents are net for inceraction.
Reguireeent: Mons.
interact.
it's bazardous.
Bequiemment: Food pickase collact. Yes, requiremnts are sut, you have soot_pichaze your inventary.
T. Iron Requirezent: Stone pickaxe to collect, No, the zequiresents are not net since you only have wood_ in your inventary.
Con Beguiraantt: Tool veagon defent. No, zequirenents
since you don't have seagon your
investary.
Queation:
List aub-tasks the player should follow. Indicate their priority out of S.
Craft stone pickaza (Priority: 5/5) This allow you to collect and upgrade your tools further.
2. Callact nore unnd (Priority: 4/5) Wood is nazential for crafting, making tools, and building structures, and baving your inventory
fature needa.
3. Dafant a cou and obtain food (Prinrity: 3/5) Vhile your fond atatus in not critical right now, obtaining more food can help naintain your health and pregare for casbat situations that ray arise. Nota that you night first need to seapon
easter.
Queation: Waat are the requiseenta for the tap aub-task? What should the player do fisat?
Ansper:
The top aub-task's reguiraranta
1. Collact stons: You nead stone to craft a stone pickaze. You already have none stone in your inventary, but you right need little
Place table: need
craft the etone pickaxe. As Make stone pickaze: Grafs the pickaze using the table and available resources in your inventory.
already placed, this requirenent fultsiled.
The fires the player sbould using
they have enough stome their pickaze. they snough stone, player
It not, they should collect placed
pickaze.
Qseation: List actions the player should take and the requiranent: for each action. Choose ONLY frox the 1ist all actions. Indicato their priority out of 6.
Insver:
1. Priarity Ba: (Pantin creature er natarial; have neceиxary tool)
Requirenent: Approach iron and the vood_pickare in inventory collect iron.
Priarity Nove Bast: (Plat ground right. to the agent)
Requirement: Nove tovards the coal depoest to mine it.
Peiority (Facing creature naterial; have neceosary tool) Requirenent: Use the pood_piciaaoo to collect coal.
Pickare: (Hearby table; wood, Requirement: Nake cure to have enough etone investory, then the stone pickaze using table.
Priority Nakes
inventory)
6. Priority Make irom Pickarr:: (Kearby table, furnace; good, coal, iron in iaventory)
Requirement: Collect enough iron and coal, then craft the pickaxe using the table and turnace.
Question: For each action in the list, are the requirenente nct?
Ansper:
Priority Do: (Facing
naterial; necessary
Requiremente net: Yes, player facing iron ore and sood_pickaxe their investory.
2. Priority 2 Nove Bast: (Flat ground right to the agent) Requiremente Yes,
fiat (path)
of player.
3. Priority Do: (Facing creature or naterial; have necessary tool)
Requiremente net: No (only after Priority 2), the player needs to nove towarde the coal (east) betore they can mine it 2ith their vool_pickaxe.
4. Priority Nake Stone Pickazo: (Hearby table; wood, stone in inventory)
Bequirenents not: No, the player does not have enough wood and atone in their iaventory to create stone pickaxe.
Priority Nalee Iron Piciearo: (Nearby table, furnace; good, coal, iron saventory)
Reguiresents net: No, the player does not have all the required resources in their inventory (irea, coal, and wood) to nake an irom pickaze. They also need to make sure the rable and furnace are zearby.
Question: last player action auccoed? Why?
Ansper:
Yea, the last playez action "sove_south" south" succeeded because there flat ground (path) in the south direction, which alloved player
that location.
Question: Choose the best executable action from, above. Ansper:
The asecutable action the above Priority 1:
Do: (Facing creature or naterial;; have necessary tool)
Requiraments nell Yeu, the player facing iron ore and bas wood_picckss in their inventory. This action allowa the player collect
Stap: Cunulative Ravard: You action do.
You
geasa stega your
78

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steps your north-east
-aath atepa to your waxt
Leou alega to your seat
1ava 7 stepa to your north-east
stepa your souchrmant.
You face izon at your front (south))
statua:
banlth: 9/9
food: 8/9
drink: 7/9
energy:
Your inventory:
stoms: 2
coal:
wood_ pick_ppckaeee
QA
Question:: Action
Horw North
Qcestion: List objects in the current observation. For each object, breifly requirwent.
it provides and i5a
Amsver:
1. Grazs: Provides no resources. Kequirenents: Kone.
2. Stame: Providex stone rиаоurce. Tequirenental Use wood pickaze better nine.
Path: Provides cate pasrage. Requirenests: None.
Tren: Provides vood resoirce. Requi renents: Use an ax, chopping tool, your hands to collect.
5. Lave: Providea light. and heat, but can dezage the player. Requirenents: Be not tauch or nove too close to lava.
Coal: Provides coal. resource. Kequirenents: Use wood picitaze better
Provides
Requi
pickaze
Osastion: Veat was the last action taken by the player?
Ansowr:
The action talsen by player vas 'do".
Queation:
For each objact in the list, are the ragsirweens net for intaraction?
Ansper;
requirenente
interaction. spectfic
interact with graee.
Stane:
Yes, the raquirmants are set for interaction aince the player has wond pickars in thair inventory.
3. Path: Yee, the requirenente are net for interaction. The player can nove the path.
Tree: Yes, the requireente
for interaction. The player collect fron the tree vithout specific tools
or use
they osc.
6. Lava: The roquirennts are not only for observing and avoiding interaction. The player should not touch or nove too cloce
to lava.
iron: No, zequirenente
Coal:
player has vood_piciaze requtrenente are not net interaction, xine sron. The player only han a wood pieaaze in thear inventory.
for interaction
inventory.
player would need stone pickaze better
Qsestion:
List sub-taske player should follow. Indicate their priority out
Ansveri
1. Graft a stone pickare (Priority 6): Collect enough stone by mining with the vood pickare and craft stote pickaze using the collected stone. This will alloo the player to nime the iron resource, among other resources.
Collect nore coal (Priority poesible uses in the future.
the coal with wood pickaxe gather more coal enciting and other
Collect wood/rescurees fron wood
(Priority 3); Collect wood from using either hands available, building cheltere.
resource crafting
Qsestion: Vhat are the requirenents for the top sub-tack? What should the player firet?
Ausver:
Top Sub-task: Craft stone pickaxe
Bequirenonts:
Collect pieces of
pickare
the stone picikaze by using cratting table availablo, collect more
tirst)
Vhat the player should do firet:
Look for searby
stepa north-wast the observat ion) wooden pickaxe uatil pieces of stone have beea gathered. Later, locate crafting table create one needed, and use 1: to craft the stone pickaze.
(chaze's
saing
Question: top actiona the actions. Indicato their priority out of
should and requirenent for action. Choose ONLY frox the 1ist all
Ansver:
1. Priority 1: Nove North-East (Nove tovards the stone)
Requizaaent:
ground the north-east
2. Priority 2: Do (Kine the stose using the wooden pickaze) Requiemeent: Facing the stone and having vanden pickaze in the investory.
Peiority Hove to Crafting Table (Hove tovards crafting table suitable place to place one) Requireeent: Flat, ground in the direction of crafting table or suitable location.
Tabll Requirment:: Mond in investory (if crafting table alrundy preaant the location).
Priority
crafting table)
5. Priarity S: Make Stonn Pickars (Cruft the atone pickaze)
Reguirmnett: Yearby table
piecea
pisce woed the investory.
79

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Queation:: wach action the list, are the requirweenta net?
Ansver:
1. Peiority 1: Nove North-East (Nove tovards the stone)
Requireeent: ground
Status: Bequirament (acone atega the sorth-east)
2. Peiority 2: Do (Kinw the atone using the wonden pickaze)
Bequirenent:
having (currently facing tron, not stone)
pickaze is investory.
Statue: Requirment
3. Peiority 3: Nove to Crafting Table (Move tovards crafting table find suitable place to place one) Requirweent: ground
crafting (pach stap the must, suitable location for crafting table)
Status: Requiramen
4. Priority 4: Place Tabll (Place crafting table)
Bequizenent: Wood in inventory (if
already present the location).
Statua: Bequiramett
(ao currently
inventory)
5. Peiority S: Nake Stone Pickaze (Craft the atone pickaze)
lequirenent: Yearby
piaces
place
investory.
Status: Requirment
(currently have only stones no unod inventory, no tabla sentioned the observation)
Orestion: Did the last player action succeedy Why?
unclear if last player
auccmeied, there no change the playaria inventory or observationa betveen Step 94 and Step 96, The player's sood pickape should be sufficient to mine 1ron, but without more information, ve cannot determize the action aucoweded or failed.
Queation: Choose the best executable action from above.
Anaver:
The executable action from the above
Priority Nove North-East: (Movw towards the atone)
lequirement: Flat ground in the north-eact direction.
Status: Requirmeent (atone
the north-wast)
Cmmulativ Revard: 0. porth.
You cee:
steps
path stops to your south
tree 3 stops to your sest
lava 5 steps to your north-east
steps your south-cast
steps your
cou steps to your north-uest
You
(north),
Your statuc:
bealth: 9/9
food:
energy: 8/9
inventory:
coal:
pood_picinzz::
Question: Action
Insper:
Move East
Qsestion: objects current obsorvation. each object, broifly anceer resource it providee ite requirenent.
Anzper:
Providea
requirea picaaee
Path: resources provided allows easier noveaent.
3. Tree: Provides wood resource, requires no specific tool, but using an axe is nore efficient.
4. Lava: Can be used as fuel source, but requizes bucket to collect and caution it can darage your bealth. requires pood_p Iron: Prorides iren resource, requires stonc_pictare or better to collect.
Provides
collect.
T. Cow: Providea food (seac) resource, requirea no specific tool, attacking it watil it dropa the resource.
Question:
laat
the player?
Ansver:
The last action taken by the player was 'nove_north."
Question:
For each object the
the zequirasents
Interaction?
Ansver!
1. Stane: Yea, the reguirazenta are sut as you have pickaze in your investory.
2. Path: Yes, there are no apecific requireamta to interact with path.
Tres:
apecifis regui
Lava: No, zequireenta are not set you not have bucket your inventary.
5. Coal: Yes, the requiresents are not as you have pickaae in your investory.
Tram: No, the requireents
net need atone, pronwep bester, and you only have wond sond_pickasse apecific requiremnta
80

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Queation: List top subrtaska the player should follow. Indicata their priority out
Ansver:
1. Priority 5/5: Craft scono_pickaze collect iron Find or gather moze stome to zeot the zequirenonts for crafting store.pickase Raving stame,pickaare will you collact. iron.
2. Priority 4/5: Collect wood Irom the nearby tzee Wood is necespary for crafting vazious tools and building anterials, da there is nearby true, it would be ient to collact. norw wand.
Priarity 3/5: Find vater soures drink Your drink level is little low (7/9). To increaze thin, you should locate vater sourcw and drink water to replanish your drisk lavel.
Queation: What requi for the top aub-task? What. should player firat?
Ansvwr:
The requiremeta for the top sub-task, crafting a stone_pickaze, aze:
Collect leeat unita of wiit.
The player
of their inventory; they need collect
2. Have a wood, vood_ pickaze The player already nasta this regrireent with 1 unod, pickase in thair inventary.
3. Rccuza to crafting table - The player own craft table using vood and place it, they can find un exiating cralting rable.
The player should first find and interact with the nearky stons by waing their vood,pickaze to gather as least one sore unis of stone. This vay, they will have enough stone to cratt the stone pickaze.
Question: List top actiona the player should take actions. Indicate their priortsy out of 5.
requirement for each action. Choosw DNLY frox the list all
Ansvwr:
Priority Hove
player needs get the player closer to the atone that they need to collect.
on flat ground thoir right (eart) to complete this action,
Priority Do: The player most face the stone and have necessary teel (pood_ pondd_ptciaee to collect Since the player already
pickase in inventory, they can callect
by completing actionn
3. Priority 3 Nove Vest: To return to their initial position, the player neede flat ground to their left (vest).
Priority Place Table: The player must wood in inventory complete this action. They chould place the table to create a crafting surface.
Priority Kalee Stone Pickaze: The player needs accecs to table, and should have least units inventory by now. Crafsing stone_ stone_psciese requires the table
they 've collected.
Qsestion: For each action in the list, are the requirenente net?
Ansper:
Nove Bast: Yes, requizenent for ground to player's right (east) act, as there is path stop the player's east.
(Collect Stone): the xequirement for facing inetead of facing grace (north) as they currently are.
is aet. The player face cast face the stome
3. Nove Nest: Yes, the requirenent for flat ground to the player's left (weet) is act, as there is grass ctop to the player's veet.
4. Place Tablo: No, the requirenent for having wood in the player's inventory is not met. The player must collect wood firet.
Stoce Pickaze: No, the requirenents for haring access to table and wnite stone in inventory are not net. The player rust firet collect more stone and wood, then craft and place a table.
Question: Did the last player action succeed? Why? Ansver:
Yes, the last player action "sovo_ "oorsh" succeeded bocause there was flat ground (grase) on the north side of the player, alloving then to move in that direction.
Question: Choose best executable action froz. above.
Ansper:
The best exocutable action from the 1ist above is to "Nove East" because the requirezont of flat ground to the player's there path stop the player's
right (east)
Stap:: Cusulative Revard: You took action move_east.
You se8:
grass steps your
poth stops to your south
-roe 3 atepa to your seat
lava 5 stops to your north-oast
atepa your soushrwaat.
-iron stepa to your souch
coo 7 steps to your porth-vest
You
your front (east).
Your atalus:
health: 9/9
food: 8/9
drink: 7/9
ecergy: 8/9
inventory:
81

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coal:
pickaze:
QA
Queation:
Acaver:
it provides and its Movo West
Question: db objucta
observation. each object, breifly
regeireentt
Anaver:
1. Grazs (1 step to your veat): Provides resource. No requirement..
regsireants. (3 stapa to your seat): Providea wood. Bequiraa wood pickaae collact.
step your
Pravidex
4. Lava [6 steps to your nortie =arth: Providea no resource. Dangurous to approach, avoid.
5. Gaal (3 staps to your southreast:); Provides coal. Requirex sond_pickaze pickase collact.
stapa your anuth): Provides iron. Requira stcos.pickase collect.
Cou (7 atega to your north-waat):: Frovides food. apecific requirenenes, just approach interact.
Notw: Stone in also in the current observation, at the player'a front (weat). Bowwver, since the player is standing direatly provides stone requires soot_piciaze collect.
Queation: Waat wea the laat action taken by the playee?
Ansper:
The
by player
Queation: For each object in the list, are the reguireeent not for interaction?
Ansowr:
Grase stop to your west): requirenente, interaction possible.
Path (1 step to your snuth): No reguiremnts, interaction ponsible.
3. Tree (3 stapa to your swat): Requites vond_ to collect. The requiseent is sat ax the player has vond_pickaaee in
their inventory.
staps to your north-east): Bangerous approach,
(3 stapa to your smuth-wast)): Requirea pickare to collect. The regsirment is met as player has
wood, pickaae in their inventory.
Tran (9 steps to
south): Requires pickaza to collact. The requirement: in not inventory.
player only bax
wood_pickakk
7. Cox (f steps to your north-pest): No specific requirenenss, just approach and interact. Interaction possible.
Osestion: List sub-tarke player should follow. Indicate priority out
Priarity 4/5: Collect: more
the tree stapa to your seat) uxing the wand, uand_ pickaze in your inventory. escestial resource for crafting, and it is crucial to have outficient amount.
Priority
the dopoeit stope to your couth-east) using the pood_pickaze in your inventory. Coal 15 needed, for snclting iron and other resources in a furnace.
Priority 5/5: Craft stonc_pickaxe stepe to your south) and other valuabbe recourcee, You wood, shich required collect locate crafting
the collected
one you
't done en yet.
Osestion: Vest
requirenents for
vab-tack? What should player firet?
Ansver:
Requirenente for the top sub-task (Collect more wood from the tree): 1. Vood piciaze; The player already has a wood_ pom__ptciaaee in their inventory, player's
Proxinity
steps
What should the player do firet:
The player should first nove tovards the tree by taking stops to the vest. Dace adjaceat to the tree, the player can then sood_pickaze collect vood.
Question:
List top actions the player should take and the requirenent for each action. Choose ONLY frox the 1ist of all actions. Indicate their priority out of 6.
Ansver:
Priority
Action: Hovo Vest (tovards the tree for wood)
Bequirenent: Flat ground left to the agent
Note: Nove Vest actice be performed multiple
stops) reach the tree.
Priority 2:
Action: Do (to collect sood using socd_pickaze)
Bequiresent: Facing tree; have the vicd_picclaee in inventory
Priority 3:
Action: Hove South (upprouch path containing zesourcus)
Bequiresent: Flat ground below the agent
Priority 4:
Action: Do (use wood_pickaze to collect coal and irom)
Requiresent: Facing
irom; the wand_piccase in inventory
Priority E:
Action: Eleup (ta reatore unergy)
Bequiresent: Energy is belou saximun
Queation: For each action in the list, are the requiresenta net?
Ansver:
Action: Hove Weat (tovarda
for wood)
Beguiresent: Flat ground left to the agont The requiteentt la there graxx to the veat.
82

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Pxiority collact sond using unnd_piccen pickasw)
Actioo::
Requicanant:: Facing the traw; have the vood, in the inventory The requirement is not not
the player in not facing the tree. The player needs to nove closer to the tree and face before requireent
Priority 3:
Action: Move South (appronch path containing resourcwa)
ground below the agent The requitmennt ln nn there path step to sooth.
Priority 4:
Action:
pinkase
Requirmmett: Facing coul or from; have the vint_pickaze in inventory
The requirvment la not not yet as the player is not fucing coal or iron. The player needa to sove closez to the coal or fron and face it. before this requirment ia net.
Priority
Action: Sleep (ta reators energy))
Requiranent: Enwegy level ia below saximun requirenent:
player's energy curcently 8/9.
Questiin:: Did the last player action succead? Nhy?
Ansper:
player
(rove, direstion. The player
ground (greas) agent/'a allowing atone their front (wast).
agent Lo nove
Queat:ion: Choowe the bext. executable action from above.
The best atecutable action from the above 18:
Priority (tocards
wood)
Requirmmet:: Flat ground laft the agent
Sta:: 61, Comulative Revard: O, You tank actiion wove, sext.
atone ataps to your wast
path 2 stops to your south-east
stops to your norch-cast
cool stops to your south-east
iron 3 steps to your soush-east stops your north-vest
You face grass at your front (sest)).
status:
food: 7/9
arink: 7/9
energy: 8/9
Your inventory:
stone: 2
coal:
pickaaz:
QA
Question: Action
Ausver:
Question:
List objects in the current observation. For each object, breifly anseer what resource it provides and its
Ansver:
1. Grass: No resource provided; valkable with no reguieesnts.
2. Stone: Provides stome resource; requires wood_pictaze or better to mine.
Path:
Zree: Provides provided; vulkable
any tools, 6. Lava: Dangerous; does not provide any resources and zust be avoided. Can cause dazage or death shen getting too close,
resourc;; can chopped
tools speed up process.
6. Coul: Providea coal. resoure; requizes pickep or better nine.
Frovides iron
requires
pickase with any weapon,
Prorides food then killed; can
reapons increase danage
Question: What was the last action taken the playor?
The action by player waa "oote_veat".
Questiian: For euch object. in the list, are the requirmments for interactios?
Ausver:
Grass: Yos, zequirexents
interaction
are requirenente valk on grass.
2. Stane: Yea, the reguirmzenta are sut for interaction sn you have yond_pickaze in your inventory.
8. Path: Yes, the zequireannss not for interaction since there
zequiremnta to sulk on the path.
Traw:
reguirweets although better Loola apeed up process.
any
chop
5. Lava: There are no requirenasta to interact with lava, but it is dangorous and should be avoided. So, the requizenenta
for interaction, but. it is recoemended. Coal: requirasnta
for interaction you pickape your inventory.
83

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Iron: No, requiresunts have sond, pickaze.
for interaction iron zequires stese_piciaze better and you only
8. Cos: Yea, the sequirmenta are ne: for interaction, as any seapon or tool can be used to kill cos, although better Heapons will imcrease the daxage deals.
Queation: List top aub-taska the player should follow. Indicate their priority out 6. Ansper:
1. Priarity 4/5: Craft acone, pickace: Since you have snough stone in your inventary, crafting stane,pickase will allow you sine from and advance further in gass.
stane,piccace:
2. Priority 4/5: Collect, unnd: Collecting sond will ansble you to craft additional toola, table, and conatract shelter. Rood is versatill resourcs that is ussential for progresning in the gase
Priarity 3/5: Kill now collact food: Your food lavel wt T/9, au you'll need to replenish soon. Killing a cow and collecting Food will ensuze you atay bealthy, and it can also prevent the risk of running out of food in critical situations.
Question: Vhat are requirenenta for the top aub-task? What should the player firat?
Anager:
The top aubrtask is cralting stone,pickase. The requiementa for this task arw:
Raving wood stone in your inventory. (You alroady have atones, but you nend wood.)
2. Being pear cable to craft the pickaze.
Before the player
atone, pickare,, they should first, collect vond which necessery wood can be collectad by approuching tiee (therw's one 2 stega to the weat) using the vood_ After
crafting, The
collecting wood, the player should ensure that they are near a table to craft the stone_ pttcpap.ceaeee. If there in no table the vood they collacted.
nearby, the player may need to place ons
Queation: List top actions the player should take and the requirament for each action. Choose DNLY fror the list all actions. Indicata their priority out of 5.
Ansper:
ground left Reason: get. closer to tree (2 stepa the seat) in order to collact vood.
Priority
Vest. (Baguirwant:
agent)
2. Priority 2: Do (Pacinn creature eatarisl; have necesarr tnol)
Reason: use the wood_piciaze on txoe collect woed once you near and facing 15.
3. Priarity 3: Place Tahll (Regsireeet:: Vand in inventary)
Reason: lnce you have collected wood, place table use for crafting.
Priarity 4: Make Stone Pickass (Requirenet:: Kearhy table; sond, stone inventary)
Reason: To craft the stone_piciaare which will allor the player to collect iren and progress in the game.
Peiority Hove Bouth-East (Bequieenct:: ground and right the agent) Reason: To get cloeer to iron (3 stope to your couth-eact) after crafting the ptccaaro, which will be used to collect 1ron.
Qsestion: each actson in the list, are the requirenente net?
Ansoer:
1. Nove West: Yes, the requirenent of flat ground left to the agent is act since the player faces grass to the west.
Do: Not yot, the player needs facing the tree have zequired tool pickaee is in inventory) collect wood.
Place Table: No, requirenent having wood in inventory
The player needs to collect wood fixst.
4. Make Stoze Pickaxe: Net yet, the player neede nearby table for cratting, and although stone is in the inventory, the player needs to collect sood and place the table first.
South-Enet: Yes, requirezent for the ground below, right the agent is zet; this direction Leace covards the irea. Hosever, the player should first complete the crafting of stoze_pickaxe before collecting iron.
Question: Did the last player action succeed? Mhy? Ansver:
Yes, the last player actioo "novo,
weet" toov"_ succeeded because the player was able to nove from facing stone to facing grace, as xontioned in the observations. There was flat ground (grass) to the west of the player, which allowed the player to in that direction euccsstully.
Question: Choose the best executable action from, above. Ancper:
The azecutable action from the above "Nove West" because the zequireaent flat ground left the ageat xet and it bringo the player closer to tree to collect wood, which is essential for crafting and progressing in the game.
Stap: E2, Casulative Revard: 0, 0.O You took action rost_vest.
You see:
grass 1 steps to your north stone atepa to your wast atepa your south-east stops to your norch-oast ccol 5 stepa to your south-waat
iion 4 stopa to your south-east steps your narth-owat.
You face tree at your fron: (seat).
84

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bealth: 9/9
drink: 7/9
enezgy: 8/9
inventory:
stone: 2
coal:
piciapi
QA
Quentiio:: Action
Ansver:
Question: List objects in the current olservation. For each object, breifly ansvor what resource it provides and it9 regcireent.
Rexource: Providas no specific rasource.
Requirerent: No requirment.
Resource: Providas stone when nined with pickaze.
Requirenent: Neede pickaze
Resource: Provides easier xovemnnt: or navigation.
Requirerent: Requirwx flat ground to be built.
Lava:
Resource: Can be used as fuel sourcw in furnace.
Requironent: Requires bucket collect.
Coal:
Resource: Provideg coal when mined with pickaze, used in soelting and creating torches.
Requirezent: Menda pickaze to mine.
Irom:
Rexouree: Providex from are chen mined with pickaza, used to create iron tools and veapons,
Requirement: Meede stone_picizaze better
Recource: Providee neat for food and leather for armor when killed.
lequirenent:: Meeds be killed, proferably
like
Tree:
Resource: Provides wood when chopped doen used for crafting vartous items and tools. proferably using
Requirenent: Meeds
Qneation: wae the last action taken by the player?
Anzper:
The
by
Question: For each object in the list, are the requirezente nct for intoraction?
Ansper:
Interaction: Can over
Requirements net: Yee.
Requireneuts net: Yes, you have wood_pickaze is your investory.
Path:
Interaction:
Requirenents net: Yee, no specific requirenente to interact with path.
using
Bequirexents net: Ho, bucket is needed to collect lava.
Interaction:
Requirenents net: Yee, you have vood_pickaxe in your investory.
Interaction:
oze.
Sequiresenta net: No, acone_pickaze or better needed to nine fren.
Interaction:
Requireseuts net: Yes, bus using seapon like a svord is nore efficient.
Tree:
Interaction: Chop
wood.
Requirenents nel: Yous, bus using an aze is nore officient. Gurrently, you don't have aze, but you can atill thop down the tree using your hands other toula.
Queation: tap sub-taaka the player follow. Indicate their priority out
Ansver:
Craste stone, stonn,piciiase clcasw:::
Priority: 5/5
85

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Beason: stone_piciaxe will you aine and collect
efficiently. Since you have
necessery stone and wood, pickare, crafting atone,pickase should your top priority.
2. Collect more wood:
Priority ityrrity 4/5
Reason: Wood ussential crafting suserous itena and toola in the gumu. You'rw currently fucing tame, and al although you don't have an axe, you can still collect wood using your hands or another tool.
and xill
food and leather:
Priority: 3/5
Beason: Your fond larel is 7/9, and killing a cav will provide sent for sustenance and leather for arane. It's not a top priority but still ixportant ensure your survival in the gane. Using wespon like avord will make this task
Question: Waat are the requirenenta for the top aub-task? What should the player do firat?
Anspwr:
Top Sub-iask:: Greate atane.pickase
Requirannn raaantannt::::
1. A crafting Lable You need crafting Lable to create sorw advanced toola like the stone, pione,piciaze.. Stone already have teo pieces stone your investary, Uand You need wood or unoden planks create tool handles. Since you slready have a wond, piczaze, it likely you have crafted with wood bufore, so it in assusse you know the procesa of turning vood into planks.
sutfictent
stone_picion piccasee..
should player do firat?
Build crafting table if you haven't alrendy. To craft table, collact wood from trwe, convert the vood into wooden
planks, and then use four sonden planke to craft table.
2. Onow the crafting tabla is built, place it in front of you (if not alrandy thers).
Interact with crafting tabln, and use the arailable stone
your inventory to create stote etone_pickase pickaxe.
Queation:: List top actions the player should take and the requirerant for each action. Chonse DNLY from the 1iat of all actions. Indicato their priority out of 6.
Priarity 1: Novw Veat (Baquiremett:
ground left to agant.) You are currently facing tree to your west, nove vest to collect wood.
Priority 2:
(Facing creature/tzen, 1ie., tree; have necessary tool, 1.c., 20od_ptciazo..) Collect wood fron the tree in frons of you using your pood_pickare.
Priority 3: Place Table (Bequitement:: Wood inventory.)) .) you collected enough of you.
converted into wooden planks, create crafting table place st front
Priority 4: Make Stone Pickaaze (llqusrenmt: Hearby table; wood, stone seventary.) Interact with the placed tablo, and use the available stose wood in your inventory create stone_pickaxe.
6. Priority 5:
Collect Iron (lequirezent: Nake Stone Pickaze.)
Afteer crafting stene_piciaxo,
collect
your cariromenn,, which 4 steps your south-east.
Oseation: For each action in the liet, are the requirazents net?
Ancper:
Priority 1: Hove Vest (Nequirement: Flat ground left to agent.)
You, the requirenent is zet. There is flat ground (grass) step to your north, and you can nove west.
2. Priority 2: Do (Pacing creature/azen, sie., tree; have necessary tool, 1ie., ptcaaee You, the requiresets
directly front of you, you have vood_pictaxe in your inventery.
3. Priority 3: Place "able (lequitoment: Vood in inventory.)
No, the requirenent is not not yes. You need to first perfora acticn Priority 2 (collect wood) before having the necessary wood your inventory place table.
4. Priority 4: Make Stome Pickaze (Requirement: Hearby table; wood, stone in ieventory.) No, the requirenent i5 not not yes. You need to firet perforn actions Priority 2 (collect wood) and Priority 3 (place table) before being able
stone_pickare.
Priority 5: Collect Iron (Requirenent: Make Stoze Piciaxe
No, the requirenent is not not yes. You need to first perfora actioas Priority 2 (collect wood), Priority (place table and Priority (make stone_piciaxee before you collect iron.
Question: Did the last player action succoed? Why? Ancper:
the last player action (sove_ veet)) succeeded because there clear path for the player in the direction, and nothing vas blocking their vay. The player's observacion after toktng the action shoes that they have successtully noved one stop to the sest.
Question: Choose the best executable action froe. Ansver:
The beat azecatable action from above is Priority 1: Move West (Ruquirwaett: Flat ground left to the agunt). The requiremnt is not as there is flat ground to the vest, alloving the player to nove in the desired direction.
Stap: 58, Canulatie Bavard: O, 0.Geereeeeee You took action move_veat,
You see:
grass steps to your north
steps your
path atega to your soutlewast
lava 7 stepa to your north north-oast
cool 5 ategu to your soushwwast.
stepa your soutrreaat
86

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steps your north-vest
You fuce trwe at your froms (swat).
9/9
food: 7/9
drink: 7/9
euergy: 8/9
Your inventory:
atone: 2
wood_pickes pickazi:
QA
Qreation:: Action
Acaver:
Queatiom: List objects in the current ciservation. For such object, breifly anscer what rezource it provides and its
requireeent.
Anzowr:
3. Greas: Resoоrcs provided No spacific resnurcea. Requiaeeet Rose.
Stane: Resource provided Stone for crafting tools and building. lequtrerent Kood pickaze better. provided
Reqrirarast. None.
Lava: Resource provided
Light source, dangerous, providea rааourcиs. Bequirament
contact.
5. Caal: Rezourca provided Poel for anelting in furnace. Requirenent Kood pickace or better.
Tram: Rexourcs provided Tron for crafting better toola and ueapons. Requirenent Stone pickaze or better.
Recource provided
for restoring for crafting tanle, veagons and bailding. Requireeent: Interact with tree.
Requirenent
collect
Tree (facing weat): Resource provided
use handa or toola to cut)..
player?
Ansowr:
The last action taksen by the player wae "nove, weet.."
Qsestion: each object 11st, are requirenente
intoraction?
Insper:
1. Grazs: Requi Requiraentss nat, as there are no spacific requi rementa for interacting with grass.
sood_ptciaaee in your inventory, which required spectfic requirenets leguirerents net, avoiding contact, not interact: with
Bequirenents
valking path.
Lave: Reguirweents
can dangerous.
6. Coal: Requirenente net, ar you have a ppod_pi in your inventory, which is required to zine coal.
Irom: lequirements
pickaze Requirescate net, as thore aze special requiresett interact
you
have sood_ptciazz.
cox.
8. Tree (racing west): Requirenents net, as you can interact with the tree using your hands or tools to cut it down (you have sood, sood_ pickaaze your inventory).
Qsestion: top
player
follow. Indicate their priority out
Ansver:
1. Gather pore wood by cutring dosm the tree you are facing (Priority: 5/5) Vood is cscential for crafting more tools, weapons,
structuree.
2. Mine zore stone with your wood pickare (Priority: 4/6) Stone is mooded for crafting better tools such as a stone piciaae, which nececary for mining 1ron.
the nearby to
(Priority:
neat provide restore health
Question: Vhat are the requirenents for the top sub-task? What should the player firet?
Ansper:
Requirements top
(Gather
by cutting down tree):
1. Face tree The player is carrently facing tree, so this requirement is net, tool capable of cutting wood The player vood_pickaze their inventery.
Since the playor is already facing a tree and has pock_p in thoir investory, they can procood with the rub-tack.
The player cbould
folloving
firet:
Use wood_ piccape
tree gather wood.
Question: List top actioons the player chould take and the requirement for each action. Choose DILY frox. the 1ist of all Indicate their priority
Ansver:
1. Priority 1: Do Use the wood vood_pickaze on the tree to gather weod.
Requirenent: Facing tres and have vood_pickaze in inventory (both reguiresenta are curzeatly mut).
Priority Hove Bast Hove closer the stose Requiresent: Flat ground co the wnat of the player.
resources.
pickaze gethering Requiresant: nearby table; wood atone inventory (playuz will need
Peiarity 3: Nake
Craft
zore and stone).
4. Peiarity 4: Do Collect coal and fros using the stone atoos_pickaze. pickaze. Requiresent: Facing coal
have stess_pickaze in your lnventory (ceen steno_piclaze crafted).
5. Priority 5: Place Furnace Place a furmane for seiliing irom.
Requiresent: Stone in inventory (player will need more stcne).
Queation: wuch action the list, are the requiranents net? Ansver:
Priarity 1: Do Dae the wood, pickase the tree to pather wond.
Requiraanta
player facing
has pick_pi their investory.
87

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Priarity 2: Nove Bast Hove closer the atone other reamurcex.
Reguizesenta nec: Yeu, there is flat ground to the east of the player.
Priarity 3: Nake
Pickase Craft Reguirasanta net: No, the player neuda awarby table and norw wood atone their inventory.
pickaze gachering
like iron.
4. Priarity 4: Do Collact coal and iros wsing the atone atons_piccaze Requiresnta No, player
have sicueepickase in their inventory, which has not been crafted yat.
5. Priority 5: Place Purnsow Plans a furmane for seltinng iron. Requiresents net: No, the player needa nore atone in their inventory to place furnace.
Queatian: Did last player action auccend? Why?
Ansver:
Tt. ixpoasible in to detarsine if the last player action auccended aince both Player Oibersation Step 104 and Player iosevvatio Step 106 identical. situation
the both atupa, which indicates wither the envirourent and player's atatus did not change as result the action. recoerended to chack the gazn's feechack or resporse after each action to underatand if the action aucceaded or not.
action was unsiccuasful,
Osestion: Choose
executable
Ansow::
The best ezecatable action from the list above ls:
unod_ the gather Requirenenta nel: Yeu, the player fucing trew and has vick_pickass their inventory.
Priority
Stap: 54, Comulative Rovard: You tank action do.
You
atone steps to your wast
path 3 steps to your south-east
ttren steps to your south
stops to your north-cast
cool steps to your south-east
iron staps to your soush-wastt
cou etops your north-vest
You faoe gTARK at your front (uwxt:).
Your status:
health:
food: 7/9
arink: 7/9
energy: 8/9
Your inventory:
good: 1
coal:
pood_pickamo
QA
Questioa: Action
Ansver: Hore East
Question: List
obeorvation. For each object, broifly
provides and itc
requirenent.
Amsper:
1. Grass: Provides no resources; no requirement for interaction.
resource; requirea pickaee better collect. Path: Provides no resources; can facilitate zovenent without any zequireneate.
Provides
4. Tree: Provides wood resource; can be collected using wood pickape or better.
6. Lava: Provides no resources; aust be avoided to prevent danage.
better collect. iron: Prorides iron resource; requires stone_pickare or better to collect.
Coal: Provides coal.
requires poca_pt
8. Col: Provides food; can be chased and eaten to increase food level.
Queation: What
laat action taken the player?
Ansver:
The last action taken by the player was "do."
Question:
For each object in the
the requirezents
interaction?
Ansver:
1. Greas: No
requi requitenenta for interaction. Requiremnta sut.
2. Stone: Bequizes sood_pickaze or better to collect. As the player has wood_pickare in their investory, requirexents net.
Path: facilitate noversnt without any requineenta, Requizeenta
Tree: Can collected using pickape better. player has pick_pickase their inveatory. Reguiresent net.
6. Lava: Must be aveided to prevent danage. There are no requiresents for interaction, but it's recomsnneed to avoid the lava.
collect. player sood_pickaze their inventery. Requirenena Iron: Boquires stose pickaxe better collect. player only has wood_pickaze, so requirenence are not zet.
Coal: Reguires peod_piclaze
8. Cow: Dan be chosed and mates to increase food level. No requiterenta for interaction. Requirenata mec.
Dreation: List top sub-taako player should follow. Indicata
priority
Ansowe:
1. Priority 4/5: Collect more stone using the pickaae to help create better tools and build structures. The player has xtone in inventary and nenda sore for crafting store_pickace and other advanced tools or bailding bridgea.
88

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Peiorisy 3/5: and reatorn full.
increase food level. food level ia 7/9, eacing help
3. Priority 5/5: Craft acous_pickoze oace enougà stone is collectod. This will enable the player to collect iron resources, required for craftting stronger
vwagona.
Question: that are the requirenents for the top aub-task? What should the player do fizat?
Ansow::
Requiresents for top aub-task (collect atose):
Have wood pickaza (already the player'a inventary)
2. Locate stone rescurowa (alrwady identified 3 stepa to the waat)
should player first: The player should nove wast swach the stone twaourcea. stese.
reaching the stone, use wond_ pickaai to collact norw
Queation:
player should and requitenent for action. Choose ONLY frox the list all actions. Indicate their priority out of E.
top
Anager:
Priority 1: Nove East Requiraeent: Flat ground to the right of the agent (Playaz observed stone
the wast).
Priarity 2: Requirmentt: Pacing natarial (atonn) haow necessary tool (wood, pi plickxee is the player's
investory).
Priority Bext. Regsirment:: ground right of agent (To wxplore further collesting stone).
4. Priority 4: Nove Sonth legsireeent: Flat ground baloe the agent (To explore and potentially find more resources like fron and coxl).
Priority 5: Make Stone Pickazz Requireemt:: Nearby table, wond and stone inventory (Player has wood stone, vould need to place or find a tabla).
Qseation: For
regeireeents
Ansver:
1. Priority 1: Hove Bast Yee, the requirement is not, There is flat ground to the right of the agent since the player observed stone
the east.
2. Priority 2: Do Bot yet, the player neede to nove closer to the stone and face it, The sood_ptciazee ie in the player's investory, which fulfilla the tool repuiteent.
Priority
Yee, requirenent net,
ground right agent.
4. Priority 4: Hove South Yee, the requirement is net, az there ie flat ground below the agent with tree 1 stop the nouth.
6. Priority 5: Hake Stome Pickaze Not currently, the player has wood and stoce in their inventory, but they need to place or find table order to craft the stone pickace.
Qsestion: last player action eucceed? Why?
Ansver:
Yee, the last player action "do" succeeddd because the player faced a tree and had wood_pickaze in their inventory. result, player collected wood, which present their inventory.
Question: Choose the best executable action froz above.
Ansper:
The executable action from Priority Nove requirenent flat ground right the agent net.
Ounulative Revard:
You took action 20ve_cast.
You
stone stops to your east -aat 2 stops to your south-cast
tree 2 steps to your south-veat steps your north-cast
steps your south-east
iron 3 steps to your south-oast coo steps to your zorth-vest
You grass at your front (east).
Your status:
bealth: 9/9
food:
drink: 7/9
energy: 8/9
inventory:
wood: 1
stone: 2
coal:
sood_pickaxo::
QA
Question: Action
Place Table
Queation:: List objects in the current chservation. For each object, breifly what resource it provides and ita reguirmann..
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Asspor:
river, drink from Stam:: Providea stone rиsource, requires wood, pickace or batter to nine.
2. Path: Providea routa for novasent, so requireenta.
8. Tree: Provides wood resource, requizes tools or tool to collect.
cause danage death, requitament.. Coal: Providea coal. resource, requires pickep or better to nine.
Hasardonn;;
6. Iron: Provides fren resource, requizes a stone_pickass or better to nine.
7. Cow: Providex food when defeated, specific requieeeents.
Queation: What: uas the last action taken by the player?
Anaver:
The last action taken by the player was "aot""
Question: For each object the list, are the requirament nst interaction?
Ansoer:
have uond pickaze in your investary. there Tree: Yes, ruquirmants are not you don't need any specific tool collect wood frox tree.
Stanw: Yex, the requirwentt are snt
Path:
zequirenntt
apecific requiteents for noving along path.
4. Lave: The requi renent. to avoid interaction ion is net, an there's no need ba intaract with the lava.
5. Coul: Yea, the ruquirmnents are nut you have pick_pickase in your inventory.
No, requirenents are not net you need stone pickase mine sron, but you only have wood_ pickaxe your inventary.
7. Cou: Yea, the zequirmmntt new ins as there are no specific requiimenta for interacting with cos.
Dueation: top sub-tsako player should follow. Indicata their priority
Ansver:
1. Graft a Stone Pickaan (Priority: 5/5): This tast is assential an it will allow you to nine tron, which will lead to crafting better toola and sespont..
2. Collect Coall (Priority: 4/5); This tank i8 irportant because coal ix needed for mellting iron, shich will help you crafs iron toola and veapons, achancing your progresx in the geze.
Collact Tron (Priority: xined, you will able ssalt it and craft, norw advanced tools and swagona.
This
priority as requires
iron.
Qreation: Vhat. the requireeents for the top aub-tank? What should the player firat?
Ansper:
The top sub-task is to craft a Stome Pickaaze The requireents for this task are:
table placed to pertorn crafting actione. inventory to Collact Stonw: The player needs snough stone in thair inventary to create the pickace head.
Place Tablo: player zuet
Collect Wood: player needs enough
the pickase handle.
The player should first place Table
don't have in their immediate vicintty. Since player has enough wood stone in thoir Lnvestory, they can proceed to craft Stoae Pickaxe by interacting with the placed Table.
Question: List top actions the player should take and the requirament for each action. Chooze ONLY frox the lset of all actions. Indicato their priority of
Ansver:
1. Priority 1: Place "ablle (lequirenet:: Vond in inventory)
Siace the player has enough vood in their inventory, they chould place a Table pertern crafting actions.
Ficiaaoo (Requirenens:: Bearby table, wood, and stone inventory) Vith the Table placed, the player can craft a Stoze Pickaxe using the available good and stone in their inventory.
Peiority 2:
Make
Priority Nove East (Requirement: Flat ground right Moving cast will bring player closer rescurces such as stone, cool, and iron. This will be helpful for future tasks and crafting.
agent)
Priority 4: Collect Drink (Bequirezent: epecific requirenent) Since the player's thiret level 7/8, they should find vater source, restore their thirst.
Priority 5: Collect Iron (Bequiresont: Make Stose Pickaze) the player already crafced Stone Fickaze, they can now collect ixom oze, vhich will be usetul crafting moze adranced toole and weapons.
Question: For each action the Ansper:
the requirenente nct?
1. Priority 1: Place Table (Bequirezont: Food in inventory) Yes, the requirenent is zet. The player has i good in their investory.
Peiority Make Stome Ficiaaxo (Requiremants: Hearby table, wood, and stone inventory) No, zequirement partially met. The player has 1 wood and stone in thoir investory, but they need to place the table firet.
Priority Nove East (Requirement: Flat ground right to agent) Yes, the requirement is player faces flat ground to the east, they can nove in that direction.
4. Priority 4: Collect Drink (Requirezent: No specific requirenen:) You, the playor can collect drink, but they need to lake river firat.
find
6. Priority 5: Collect Iron (Roquirezent: Make Stoze Pickaze) No, the requironent is not net yet. The playor needs to make Stone Pickaze first. Aftwe completing Priority 2, this requirenent will be zet.
Question: last player action succoed? Why?
Anaver:
Yea, the last playez action "sove_eaat" succeeded because there vaa flat ground (grass) to the east of the player, alloving then
direation any chataclas.
Question: Choose the best executable action from, above.
Ansow::
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The executable action above Priority Table (Requirenent: Wood in inveutory). Since the player sond thair inventary. they can placw tabll perform crafting actions.
Stapp 56, Canulative Rosard: You took action place_table.
You
stone steps to your wast
path 2 stepa to your southrwaat
Lroe 2 stepa to your soust-veat
steps your
ategu to your souchewest
iron 3 stepa to your soudhreast
cou to wext
You gresa at your front (east).
Your atalua:
food: T/9
drink: 7/9
energy: 8/9
inventory:
goad: 1
atone: 2
coal:
wood pickaze:
QA
Osestion: Action
Horw South
Qseatioo::
List objects in the current ciservation. For each objact, breifly what it pravides and its
requirenent.
Insper:
1. Stane:
Procides atone rasoUToe; regrires a unod, pickaze or batter to mine it.,
Path: Provides easy navigation; requirenents.
Provides
resource; opecitic requremetss, having can speed up process. Hasard to avoid; providex a natural light source can used snalt. itera with furnane collacted with
Lave:
buckset.
wood pickaee better it. Iron: Provides essestial naterial for better tools respons; zequires a stone_pickars or better to it.
Goal: Provides tuel anelting:
7. Coo:: Provides food resource and Leatber; no epecific requiremente, but having a sword can make st easier to kill the cox,
Question: Veat
last taken the player?
The last action taken by the player was "place_table."" table."
Qsestion:
For each object
the requirenente
interaction?
Ansver:
1. Stone: Yes, requiremente act, as you have pock_pickare in your inventory.
2.
Path: Yee, requireentt net, there are specific requirenent to narigate the path.
Tree: requireneata
there speed up the process.
specific requiresente interact
although having
Lava: Yes and No, requirenetss for interaction (avoidance) are zet because you can etay awsy from it, but for collection
(ustag bucket for smelting), the requireent of backet not met. you iron: Yee, requirenents xet, you
Coal: requirenents
vood_pickase your inventory.
stose pickaxe in your inventory. T. Cos: Yes, zoquireents zet, as there are no specific requiremente to interact with the cow, although having a svord would zaiee it eastor to kill the cov.
Question: top sub-tasks the player should follow. Indicate their priority out
Insper:
1. Collect Iron (Priority: 5/6): Mine the iron to craft better tools and weapens, you already have stose_pickaze in your inventery.
2. Collect nore soed (Priority: 4/5): Interact eith the tree to gather vood resources needed for crafting tools, weapoes, and other esseutial itene.
the con gather to zeplosish your supply leather crafting armor. This action becones mere important as the food level docreases.
(Priority:
Question: What requirenents for the top sub-task? What should player first? Ansver!
For the top sub-tank, which is to collect iron, the requisennta are as follows:
proper In this the player should have atone. higher iron affectively. Stace the player already has stome_piciaze in their inventory, they can proceed with the task of collecting iron.
The player should de folloving firat:
1. Nove tovards the from deposit: Navigate Lowarda the iron, which is 3 atapa to the southresat, Doow ad Lo the iron block the stone_pickaze to mine the iron are.
Question: List top actions the player should take actions, Indicate cheir priorisy out of E.
requirenent for action. Chonse ONLY frox the all
Ansowr:
Priority Nove Bouth-Eaat (Action Bouth): Requiraaant: Flat ground below agent.
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navigate towards iron deposit the south-east direction, player should first stop the nouth.
2. Priozity 2: Nove East (Action 2 - Kove East): Beguizezont: Flat ground right to the ageat. atep the
Reasam: After aoving
iron depoxit.
3. Priority 3: Do (Action Do); Requirement; Facing iron ore and equipped with the necessary teol, (stono_pickaxe). Reason:: Us the stone_pickare to mine the iron arw onow adjacent to it.
Priarity 4: Nove Vent: (Action 1 Mant): Requireent:: Flas ground left the agent. Beason: After collacting the iron arw, nove back to the previonaly placed table, which will require noving oow step to the veat.
Priarity 5: Nake Tron Pickaze (Action in inventory. Beakon: With iron ore in inventory, the sext priority ia to craft nore durable and afficient fron pickare uxing the table furnace.
Tron Pickazz): Reguirmmnt: Yearby table, furnace; wood, coul, and
Queation: For each action in the list, are the raguirweens nat??
Ansowe:
Priority
South); requirement having ground agent net, there is no obxtacle rantioned in the obsermation.
South-last
Priority 2:
Nove Bast (dction Kove Enst): The requirenent for this action net well, the player stll moving
flat graund
prezious atep-
3. Priority S: Do (Action = Do): The requirament is currently not net, an the player first needa to move nouth and east so reach the iron are deposit. flnce the player is adjacent the iron ore depoxit and equipped with the atone, hemmeepiiceen piickoe, requirenent
net.
4. Priority 4: Nove Vext. (áction 1 - Kove Meat): Onow the player has noved wouth and maxt, this requireent will be rwt, nx flat
the player will
after
back the table.
Priarity 5: Make Tron Pickase (Action
player has nearby table placed, the furnace's presence in not nentiened. The coal and wood requirenente are net, but the player firet needs to mine the iron to zeet the iron reguit The action is partially viable, and the player should focus wining the and netting to neet all the requirenosts.
Tron Pickazs):
Queation: Did the laxt player action succend? Why? Ansper:
the player action succeeded. player placed because they had enough in inventory wood) the requiraents to place the tabla.
Qsestion: Choose the best executable action fron
Ansper:
The best exocutable action from the list above is Priority 1: Nove South (Action 4 Move South), as its requirexent of having flat ground below the agent i8 currentlly met. Thie action takes the player towarde the iron degortt.
Stop: 57, Cunulative Reward: 0.0 You took action 207e_couth.
You see:
ctone 3 steps to your north-east
stops your steps to your yest
cool steps to your south-east
iron 2 stops to your south-east stops your north-vest
You face grass at your front (south).
status:
health:
food: 1/9
drink: 7/9
energy: 8/9
Your inventory:
wood: 1
coal:
pood_picinase
QA
Question: Action
Ansver: Make Stone Pickase
Queatiom: objacta
observation. each object, breifly
it providea and its
zequirmmntt.
Ansper:
1. Stame: Providea stone resourcw; requizea wood pickaze to collect.
Path: Frovidea flat surface
on; requirenents.
Zree: Provides wood resource; can collected eith any type of pickaxe hands.
4. Coal: Providea coal. resource; requizea a sood pickase to collect.
B. Iron: Provides Iron resource; requires stone pickaze to collect.
Provides
apecifis toal requirerant,
defassed any swapon
Question: What vas the last action taken by the playor?
Ansow::
The action by player nove_aouts.
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Queation: each dbject the list, are the requirwsents
interaction?
Acaver:
1. Stone: Yes, the zequirexent of having a wood pickaze is not (vool_pickaze: 1 in inventory).
requireenta interact
path,
inventory) handa, 4. Coal: Yea, the zequirezent of having a wood pickaze is zat (soot_pickaze: 1 in inventory..
Tewe: Yea, no apecific cool requisement, can collected with any pickaze (sosl_pickaze:
5. Tram: No, the requireent for asone pickase is not set (inowntory shows only wood prod_piickeee, atone, picksse).. hands),
be dufeated any veapon (including
specific tool requirueat neuded.
Queatiin:: List, top subrtaaka the player should follow. Indicate their priority out of 5.
Ansver:
Graft
(Friority:
Requiseeet:: Hearby table (alrwady placee) and stone inventory (2 stonea available).
2. Collact iron (Priority: 4/5)
Requiseent: Requizwa
(to crafted
requiresent).
3. Incrense food and drink lavels (Priority: 3/5)
Requizeeent: Defeat cow for food and find vater aource to drink.
Alternatively,
(euch growing
Question: Waat are the requiseenta for the tap aub-task? What abould the player do firat?
Ansper:
Top Graft
pickase
Ruquirenents:
learby table: Already placed in the previous steps.
Stone in invwntary: The player hax atonwa wva waillabl in thair investory.
should the player da firat:
The player should craft, atone pickaze wsing the available stons resources and the placed table. To do that, they mest stand close the table and use the "sake, ptwpsttppcciazee action.
requiremett for action. Chonaw DNLY frox the liat all Quention:: List top actioon the player should take actions, Indicate their priortsy out of 6.
Anaoer:
Priority
Requirenent: Nearby table and stome in inventory (Player has stones and table placed nearby)
Priority Hove Bast
Requirexent: ground right agent (Player's obeervation nentions path step east, ground
Priority 3: Nove South-Last
Roquirencat: ground southeast agent (Player's observaticn nentions and ores in south-east direction)
Priority 4: (Kine Coal and Iron) Requirenent: Facing have stone pickaxe (Player crafts stone pickaxe in priority 1 action)
iron (Player chould face coal or iron ere they encountered while moving south-east);;
Priority 5: Hove to Furnace and Table Requiresant: ground leading back the furnace table placed earlier (Player should retrace stepa the furnace and table to saels the iron)
Question: For each action
the requirezeate net?
Ansver:
1. Priority 1: Nake Stome Pickaae
Requirenents net: Yes, the player has table placed nearby and has stones in their inventory.
Priority
Requirencuts net: Yes, the player's obsorvation pestions a path step to the east, which is flat ground.
Priorisy Nove Bouth-East
Requirencate
cannot deternined the current observatioas thore ground coutheast. Bouevez, the player can nore east and then south to reach the sane location.
Priority (Kine Coal Iron)
Reguirenents net: Not yet, player needs cratt stono pictaze (Priority and move coal or ore location (Friority 3).
Priority Nove Requirenants nett cannot deterxined the current observations there a dixect flat ground leading the furnace and table. Bowever, the player can retrace their stops to reach the furnace and table, fuirilling this zequirmmet aftar performing the previous actions.
Table
Question:
last player action euccoed? Why?
Ansver:
Yea, the last player action (sove_south) succeeded because there was flat ground (grase) in the directioon the player vanted the requiresent this
Question: Choose the best executable action from above.
Ansowe:
The executable action
above Priority Make Pickaze, ita requirennta with zearby
atcmes the player's inventory.
SLap:: 58, Cunulative Rosard: 0.O You took action solke_stone_eee pickaxe.
You
93

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steps your north-east
patth ateps to your waxt
Leon alsga to your seat
coal 3 steps to your south-east
stepa your
cow atega to your north-veat.
You faow
front (south).
bealth: 9/9
food: 7/9
7/9
eawrgy: 8/9
Your inowntory:
coa1:
wood_pias pickase::
Doeation::
Anaver:
Move South
Quention: objecta current oiservation. each object, breifly ussver shat rwsource it provides and ita
reguirmentt.
Ansvw::
resource; requires wood_ better
Path:
direct resources; allows maxter noverent and navigation.
3. Tree: Providea vood reanurce; requires no toola to abtain but, can be callacted faster with an aze.
Goal: Provides resource; requires
pickaze better Providex food when killed; requires vmagon to affectivnly defast, but can killed without toola.
requires
Qreatioo:: What. the last action taken the player?
Ansver:
The last action taken by the player was "nake_stooe,__ wwc.ee...ccre....
Qsestion: For each object
the
Stame: Yex, requirwents are set you have uood pickace your inventary.
2. Path: Yee, no tool requirenents are becessary to interact with the path, and you can simply nove onto it.
and Tree: Yes, the reguirenete not you
interact with tree wood_pickaze your investory.
sithout tools.
Coal: Yes, zequirenente
iron: Yes, the requtremente are met because you just made stone_pickaxe.
6. Cos:: Yea, the regiireeent are mat you can interact and defeat the coN with or without weapon (although using seapen
efficient).
Qseation:
List top sub-tarke the player should follow. Indicabe their priority out valuable
Anzper:
Collect Iron (Prtority: 5/6): Collect
stone_pickaxe,
reapous.
2. Collect nore Hood (Priority: 4/5): Collect more wood free the nearby tree, as 15 is zecessary resource for crafting
various objects and building structures.
Defeat (Prierity:
Defeat the
obtain foed replesish your food level when nceded.
Osestion: Veat are the requirenents for the top sub-tack? What should the player do firet?
Ansper:
Bequiremente piciaxe.
(Collect Iron):
The player already has stone pickaze their inventory, do they should do the follocing firet: tovards the fron by takiing action southeast. iron,
stone_ piciaze collest iren.
Question: List actions the player should taže and the requirement for each action. Choose DELY frox the list of all Indicate their priority
Ansver:
1. Priority Nove Southeast: Flat ground adjacest to the agent is the southeast direction.
Roquirenent: Nove closer to the iron and coal.
Peiority (Collecs Irea): Requirenent: Collect iron to eventually nake an iron piciaze and svord.
atone_pickaxe the inventory.
Priority Nove Flat adjaceat
direction.
Roquirenent: closer
collecting iren.
4. Priority Do (Collect Vood): Face the tree and have good or stone piciaze in the inventory. Requiraset:: Collect
crafting tools, sespona huilding table.
6. Priority Nove Northwest: Flat ground adjacent to the agent in the nortiwest direction. Requireent: Move closer to the
eventually cheae it eat it for restoring health.
Question: action list, are the zequirenente net?
Ansver:
1. Priority Nove Southeast: Yeu, the requizenent is not because the player needs flas ground in the southeast
di direction,
2. Priority Do (Collect Ires): No, the requirenent is not yet not because the player first needs to xove closer to the fron and the stone pickaze sollect iron.
94

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Peiority Yes, requirenent awwilable.
player only needs ground direction,
Priority Do (Collect Vood): No, the requirenent is because the player first needs to xove closer the equip
pickace collect the wood.
6. Priozity Nove Northeest: Yea, the requiresent is not because the player only needs flat greund in the northwest direction, which wwillable.
Queation: the last player action auccmndy Why?
Asaver:
I canmot determine if the last player action succouded because the observation for Stup 115 in miaping. The observation guega Step Step 116, skipping step aucceses failure.
shone, cecineeppickeee pickkss"" hinged
Qreation: Choowe the best, executable actioon from above.
Anaver:
The executable action
above Priozity Nove Southeast because requirerent brings the player closer ba ieportant rexourcea auch wx iron and coal.
Stap: 56, Canalative Rovard: 0. 0.O.eennennn
You taok action nouth.
You 200:
stone 3 steps to your east
path 2 ategs to northweast.
steps to your north-vest
coal steps to your exst
iron steps to your waat south-east
table
steps your
You face grass at your front (south),
statue:
bealth: 9/9
food: 7/9
7/9 energy:
Your inventory:
sood:
stone:
coal:
soed pickaze:
QA
Osestion:
Ansver:
Move East
Question: objects current obsorvation. each object, broifly ansver resource it provides its requirenent.
Ansper:
resources; requires wood_pickare Path: Providos easter noverent; requireente.
Provides
Tree: Provides wood resources; requires a wood pood_piciaze or better to chop.
Coal: Provides coal resources; requizes pood_ptckaze oz better to nine.
Irom: Provides iron resourcer; requires pemeepickaae better requirenets.
Prozides cratting
Oop: Provides food (eeat) shen killed;; no specific requirenent to kill, but a seapon (e.g., wood_ stome_sword) is recommended.
Question:
last action taken by the playor?
Insper:
The last action taken by the player was "nove_soutt".
Qsestion: each object 11st, are the requirenente
interaction?
Ansper:
Stone: Yes, requieennts net. You have pood_picimme in your inventory.
Path::
specific requitenenta Tree: Yes, sequireneats aec. You have pood_pickare in your inventory.
requirenett
patha.
Coal: Yes, requirenents net. You have a vood_pickare in your inventory.
Trom: Yea, requiensents nec. Although not nontioned, "sake_stone_pp "aai__ston__peccae""
asause have crafted stoce_pickaze aftur taking the action
zequirenests net. specific requirencsts Oow: Yea, requieeentt net, No specific requierest to kill cow, but having a veapon would help. Since you have collected wood and stone before, can assune have the necessary resources to craft reapon if zeeded.
Question: top sub-taska the player ahould follow. Indicate their pr priority out Ansper:
1. Priarity S: Collact Tron using the stose stoss_pickaas to advance in crafting tools and swagona, iron is valueble resouros.
Peiority Mine Coal
sood_pickaze gather resources saelsing iron other natorials.
B. Priority 3: Shop down the Tree using the pickap to gather nore wood, which is essential for crafting togla, veagona, and building structures.
Queation:
requirenenta for the top aubrtask? Vhat abould the player firat?
Ausver:
Por the top sob-taok (Callact Tron using the stonee)iickwee, the raguireeett Baving stone_pickass the inventory.
95

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The player alrandy acome, pickase thair inventary. To begin the top aub-tank, the player ahould first nove touards the fron, shich is oursently ane step to the player's east. The player should cake action: nove_sass sant.
Queation: List top actions. Inlicate their priority out of E.
player should
requiramant for action. ONLY fros list all
Ansvert
i. Priority 1: Nove Bast (Baguirennt: Flat. ground right to the agent) approach the iron.
Action: The player should
2. Priority 2: Du (Bequiraeet:: Facing creature or naterial; havw the secesnary tool) Action: Dace the player reachea the iron and facea it, they should use the stose pickaze to collect the izor.
Priarity Nove Veat (Baquireents
ground left to agant)
Action: After collecting the Lron, move cest to return to the starsing position zear the table.
Priority Nove (Bqquirennt: ground belov agent)
Action: Hove south tovards the table
its proxixity to craft ituss.
S. Priority 5: Nake Iron Pickaze (Bequizeeent:: Hearby table, furnace; wood, coul, and fron in inventory) Action: near
baving collected required resources, player should make an iron pickazz.
Queation: For each action in the list, are the requirementa pet?
Ansper:
ground right Tea, the requiemant sut. The player can nove east tovards iron.
Priority Nove Best (Beguireent:
agant)
2. Priarity 2: Do (Raquirwant: Pacing creature naterial; havw the necwearr taol)
So, the requienent player han the necessary tool (atone, baamm__pliiee piccaze) in their inventory.
tully yet. player zust nove
the iron before this action can takes, The
Priority 3:
Nove Vest (Hequirenent: Flat ground left to agent)
the requiraeent
should only
completing (callacting
4. Priority 4: Nove Sonth (llequrement: Flat ground below the agent)
Yex, the requirenent is rat. The
nouth after corpleting action
Priority 5: Nake Iron Pickaze (lequtrenet:: Hearby table, furnace; good, coall, and iron in investory)
No, the requirment in not fully net yet. The player needs to callect iron first. (action 2) and be near the table (action 1) completo this action. The player sood coal their inventory already.
Queation: Did the laxt player actionn auccond? Why?
Ancper:
Yes, the last player action "nove, south" succeeded because that direction.
flat belov the agent, allowing then
Quastion: Choocs the best executable action from above.
Ansper:
The executable action from above Priority Nove requirenent ground right to agent net, and noving east will bring the player closer to the iron.
Stap 60, Comulative Revard: 0, O.reeeennn You took action m07e_
You see:
grans steps to your sest ssonn 3 steps to your east stops your north-cast steps your north-vest
cool 2 stops to your east
table stops to your south-oast
steps your north-west
You face iron at your front (eact),
status:
bealth:
food: 7/9
drink: 7/9
energy: 8/9
Your inventory:
wood: 1
coal:
wiod_pickaze:
QA
Queation:
Ansver:
Move South
Question: List objecta
olssevation. each object, breifly
it provides and its
zequirenent.
Anaver:
1. Stone: Provides stose resource, requires a pickape or betcer to collect.
pravided, regui Tewe: Providea wood resoure,, requires no apecific tool any type uxe apeed up the process.
you navigate through the gars world.
4. Coal: Provides coal. resource, requires a pickaee or better to collect.
5. Tram: Providea fron rasmirce, raquirea stone pickase or better callect. Providea crafting facerface, disect
requirasnt having vood in inventory place.
96

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Provides feed (in the form beef) when xilled, spacific tool requized bus veapons 1ike swords rake the procesa faxter.
8. Grean: No resnurce provided, so ruquizemutta, sueves on flat surface in the gaze world.
Queatiin:: What
laat action taken by the playee?
Anaver:
The last action taken by the player was nove_east.
Question: For each ebject in the list, the requiraaenta
interaction?
Anzown:
1. Stane: Yea, the reguireents are nut ax you have wood, in your investory.
2. Path: Yea, the zuquirenent are not there are no specific requitementa to interact vith path.
Trew:
reguireants
no specific requitemet for collaction, although having would
the procssa fexter.
4. Coal: Yea, the zequiresents are not as you have wood_pickase in your investory.
Tram: Yex, the regsirwants
you have wond pickasw in your inventory, but pickaxe ix recomseded for
afficient collection.
Table: The requlienenta aze net you vant to interact with the table since you have vood in your inventory but you
want to place a new table, you ray need sore wond.
7. Cok: Yea, the requiremnna are nst Chera's so specific requirement for interaction; howwer, having vergan like
i8 more
Graes: Yex, the requirwents are snt there are no spacific requiremnts interact with grazs.
Qseation: Last sub-tasks the player should follow. Indicate their priority out of 5.
Anaver:
Craft Stone Pickazz (Priority: 5/5): Crafting atone pickaxe is essatial for collecting irea norw officisntly. Since you already have the reguired wood and stone in your inventory, you can use the nearby table to craft the pickazz.
Collect Iron (Priorsty: 6/6): your new proce_,ickaze, collect
front you. Iron is valuable for crafting more advanced tools and veapans, auch an an iron pickaze or iron aword.
Gather More Food and Drink (Priority: 3/5); Your rood and drink levele 7/8 each. Though this in not smreciate sater sources should kept
concern, repl inplenishing these resources by finding health and officisncy the gare.
naintain your
Queation:: Vhat. the raqui repents for the tap aub-tank? What should the player do firat?
Ansper:
The requiremets for the top sub-task (Craft a Stone Pickaxe) are:
Collect Vood: You already have wood your inventory.
Collect Stone: already
stone your inventory.
Make Wood Pickaze: You al mladddy have a wond, pickazs in your inventory.
4. Place Table: You see table 4 stepe to your couta-east, shich you can use for crafting.
the playor should do fizet:
Since you already have the required materials (wood and stone) and a table nearby, you can move towards the table and craft Stone Pickaze. To do this, move 4 steps tosarde the south-east to reach the table, and then craft the Stone Pickaze.
Qsestion: List top actions player chonld take actions. Indicate their priority out of 5.
requirenent for action. Choose ONLY frox the all
Anzper:
Priority 1:
Nove South leegutroment: Flat ground below agent.
Peiority 2: Hove Bast Requirenent: Flat ground right to agout.
3. Priority 3: Hove South - Requireeent: Flat ground below the agent.
4. Priority 4: Nove Bast lequireent:: Flat ground right to the agent.
Priority Make
Ficiaaee Requirenent: Bearby table;
iaventory.
Osestion: For each action in the list, are the requirenente net?
Ansper:
Priority 1: Hove South Requirenent: Flat ground below agent. (Yes, the agent faces grace at front shich conesdered flat ground)
2. Priority 2: Nove East Requirement: Flat ground right to the agent. (Yes, thore is gress step to the vest, which neans there 15 flat ground to nove so the east)
Peiority Nove player needs to perforn priority
Requiresent:
ground below agent. (Can's deternine frem
observation, the
betore this action)
4. Priority 4: Hove Bast Requireent:: Flat ground right to the agent. (Can't 't determine from the current obsorvation, as the player needs to perform priority to before this action) Priority Make
Ficiaaxo Requireneat: Bearby table; wood, stoze in inventory, but the agent neede to move closer the table which is stope to the couth-east)
inventory. (Partial,
has ueed and
Question: Did the last player action succoed? shy?
Ansver:
Yea, the last player action (novo_east) succeeded because there was flat ground (gross) to the east of the player, alloving then to nove in that direction.
Question: Choose the best executable action from,
Ansver:
The best execatable action from above is Priorisy 1: Move Bouth, an ita requirement (flat ground below the agant) is pst.
Step 61, Canulative Revard: 0. O.Oresnuuaa* You took actioon nouth.
You see:
atone steps to your aouthreaat
path stepa to your east
ateps to your narthrewat:
cool alega to your northewat
iron 2 stepa to your north-east
tabll 3 ataps to your aouthreaxt:
97

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You grass your front (south).
Your atatua:
bealth: 9/9
food:
drink: 7/9
energy: 7/9
inventory:
wood:
stone: 2
coal: 1
pickaze:
QA
Question: Action
Ansow:: South
Queatiinn: List objects in the current oiservation. For nach objact, bruifly anscer shat rezoirce it pravides and its reqliremnt.
Stams: Provides dea stone rиаоuтои for crafting toolx and building: requirea a vood pickaze or batter to collect.
2. Path: Providea wasier anverest and navigation; so requliemnt to isteract with.
Tree: Provides vood resource for crafting tools and building: requires any
pickaaze to collect.
Providea
reanurce stalting crafting: requirea sond_
collect.
Iran: Providea froe resource for crafting advanced toola and suaeoaa; requirea sicne_pickaze or better to collect.
6. Table: Provides crafting surface for creating tools and vnapons: no requereennt to interact with.
7. Graza: No resource, only indicator for open area or flat ground; requireent to interact with.
Prozides food resource upon defesting; no requirennt to interact other than using tools or reapons detest.
Queat.ion: What, waa the laat action taken by the player?
Anzper:
The
by player
Qsestion: For each object in the liet, are the requirenett net for interaction?
Ansoer:
Stone: Yes, requirexent is mot. The player has wood pick_pickaxe in their inventory, which is custable for collecting stote.
2. Path: Yax, there ix no raquitment to interact with the path, The player can simply walk on it.
Tree: Yee, the requirenent net. The player has pood_p their icveatory, which be used collect sood
Cowl: Yex, the requirment is net. The player hax wond pickase in thair inventary, which is auitable for callecting coal.
Irom: No, the requirement not set. The player needs stono_pickare better collect
they currently only
have soct_pickaze their investory.
6. Table: Yes, there is no requirement to interact with the table. The player can use it to craft tools and vespone it they are near 15,
Yes, there is no requirement interact with grass. player can simply valz it igmore Yee, the requirement is net. The player can use their pock_ptckaxe other weapons to detest and obtain food.
Qsestion: List sub-taske the player should follow. Indicate their priority out Ansveri
1. Graft a stome_piciare (priority: 6) The player should craft a etcme_pickare to be able to collect iron, shich is escential for naking better soole and weapons.
Collect nore wood (priority: 4)
The player chould collect more good eacure they have enough resources to craft additional tools, weapone, and stractures each as a furnace.
Defeat the and obtain food (prierity: obtaining sould benftitall for raistaining their level.
The player's food levol not critical yet, defeating the and
Qsestion: Vhat are the requirenents for the top sub-tack? What should the player do firet?
Ausver:
The requirencsts
crafting stone_pickare aze: 1. Be near a table.
2. Have wood and stene in the iaventory.
The player already sood stone their invostory. firet thing the player chould do is nove tovards the table, shich is steps to the south-east. Jace the player is near the table, they can craft the stone_piciaxeo.
Queation: List top actiona the player should and requirenent for each action. Choose ONLY frox the list a3l actions. Indicate their priority out of B.
Ansper:
1. Priority 1: Nove Bouth-East (Requisemaat: Flat ground in the Bouth-Eeat direction)
Priority 2: Nove Bouth-East (Requirenest: Flat ground in Bouth-East dixection)
Peiority 3: Move South-East (Requieecctt: Flat ground in Bouth-East direction)
4. Priority 4: Make Stone Pickase (Raquizemut:: Hearby table; sood and atone in inventory)
6. Priority 5: Nove North-East (Roquireneat: Flat ground in the North-East direction)
Question: For each action the list, are the zequiraxents net?
Ansper:
1. Priority 1: Nove Bouth-East (Raquizement: Flat ground in the South-Eest, direction) Yox, there is path
East.
Peiority 2: Hove South-East (Requirencat: Flat ground in Bouth-East direction) Camnot deternine from the current
observation as it in beyond visible range; take Priority 1 action first.
3. Priority 3: Nove Bouth-East (Requizensat: Flat ground in the South-Eaat direction) Cannot deternine from the current
beyand visible range; take Priority and
Priarity 4: Make Stome Pickass (Rqulimmen:: Hearby table; sood atons inventory) Yua, the table atego
your South-East, and you have wood and stose in your inventery.
5. Priarity 5: Nave North-Bast (Raquirennt:: Flat ground in the North- direction) Yox, there is path
East, which dingmaaly thaatt
98

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Queation: the laxt player actioon auccend?? Nhy?
Ansver:
Yea, the last player action succesded. The player noved south because there was flat ground (grase) in that directicn, shich requiremnt for noving "Kove South: ground below agent."
Question: Choose the best executable action from. above.
Ansow::
The ezecutable action
Priorisy Nove Bouth-Euat (Bequizeeent; ground in Bouth-Eeat direction).
You action aovth
You stega your aouthreast
path atepa to your norch-east
trae steps to your northrewst
coul stepa to your northrwaat.
steps your north-east
table ateps to your anuthreaxt.
You face your frons (south).
atatua:
Italth: 9/9
food: 7/9
energy: 7/9
inventory:
soad:
coal:
soed pickase:
Osestion: Action
Anaver: South
Queatian: objects current observatiion each object, brwifly anszer resource it pravides and ita
requirenent.
Ansper:
Stone: Provides stose resource, requires
higher-lovel pickaxe collect.
2. Path: No rosource provided, provides easter novement without energy consurption.
3. Tree: Provides vood resource, requtres axe or interaction with hande to collact.
Coal: Provides
higher-level Iron: Prorides iree resource, requires stone higher-level pickaxe
requires
collect.
Table: No resource to collect, but provider the ability to craft pickaxes and mwrre using collected resources.
Osestion: Veat
last taken the player?
Ansver:
The last action taken by the player was nove_south.
Questioa: For each object
the requirezente
intoraction?
Ansver:
1. Stane: Yes, the requirezente are zet for interaction as you have good_ picinze in your inventory.
2. Path: Yes, the zequirenents are net for interaction as no specific tool itea is required to use the path.
Tree: Yee, requirenente
interaction
collect using your hande, aithough having
more efficient.
Coal: Yes, the zequiresents are net for interaction as you have a sood_piciaze in your inventery.
5. iron: No, the requarenente are not not for interaction as need stone higher-lovel pickare, but you only have vood_pickaze.
Yes, zequirezents are zet for interaction
having collected resources being near table
crafting of pickaxes and sporde.
Question: List
sub-taski player should follow. Indicate priority
Ansver:
1. Craft a stone pickexe (Priority: 6/5): Collect nore stone using your wood_pickaze, then craft stone pickaxe at the table. It will allow you to collect iron and be more efficient.
Collect nore from tree (Priority: 4/E): Collecting moze good help you craft additional cools build structures, and it's useful for coolting irom in the furnace later.
Gather coal (Prierity: 3/6): Collect using your vocd_pickaze recessazy for eaclting iron.
used fuel
furnace and
Hote: shile priorities given out these top sub-taska have different levels of importance relative each other.
Question:
requirenenta for the top aub-task? Nhat the player firat?
Ansper!
Por the top sub-task (Craft stone pickazs), the requirenents arw:
Collect nore stone: already a vood_pickare in your inventory and two stonee, so you'll need collect
additiions stoses (a total of 3 stonea ase requited). locate and mine stone by noving closer to it and using your pick_pickaze.
Craft stone pickaze at the table: You to be neur table craft the stone pickaxe. your southreast.
atapa
99

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coaplete sub-task, player should wond pickace to callect atone. (nce wnough atone collected (sotal 3), noww towwrds the tabli ateps wouth renst from your cuccent posicion) and craft the acooe pickace.
stepa your south-eaat) the
Queation: List top actions. Indicate their priority out
player
requirarant
ONLY frox liat
Ansver:
Priority 1: Nove Bouth-Bast (Action: Moew Bouth)
Requiresnts ground belov of agent.
2. Priority 2: Nove East (Action: Nove Best.) Requiresent: Flat ground right to the agant.
Priarity (Uaw Wood Pickass stone)
Requirosant: Facing stone; have wood_piccase is the inveatory.
Priority Nove Veat (Action: Nove Veat) Requirenant: ground left to ageat.
5. Peiority S: Make Stone Pickaze (Action: Make Stone Pickaze) Requirenent: Hearby
investory.
Queation: For each action in the list, are the zequirementa oet?
Ansper:
Priarity South-Faat (Actionn: South)
Requirasant: ground
agent.
Yeu, the requirerent. 18 zet aince the player is curcently facing grass (flat ground) to the nouth.
Priority
Reguirenents Plat ground right to the agent.
Yes, the requirerant in set xinow there is path (flat ground) stap to the wast in Stap 122 chservation.
Priority (Usa Wond
Requiranent: Pacing atone: have wond, sond, pickaxe
inventory.
So, the requirenent 15 not not as the player not currently facing stone..
Priority
Vest)
Requirezent: Flat ground left to the agent.
Not mnough information to datarnins if the regsireant ix net, az there in no mention flat ground to the unat.
Peiority
Requiranent: Nearby table; wood stone inventary.
So, the requirenent i5 not net as the player not currently near the table (2 stope the couth-east in Stop 121 obeervation).
Question: Uid the last player action succoedy Why?
Ansver:
the player action _novo_routhh) succeeded position, alloving
flat (graze) of player's
that direction.
Question: Choose the best executable action from. abore. Ansper:
The exocutable action
above Priority 1: Nove
Bouth), zequirezent
haring flat ground beloe the agent is zet.
Stap: 63, Comulative Rovard: O, You took action move_couth.
stone 2 steps to your east path 3 steps to your north-east steps your south-east stops to your norch-cast iron 4 stops to your north-eaat table steps to your east
You grass at your (couth),
Your status:
bealth:
food:
drink: 6/9
eaergy: 7/9
inventory:
vood:
stone: 2
wood_ picd_pic
QA
Question: Action
Ausver:
Question: List objects in the current ciservation. For each obfect, breifly anseer what resource it provides and ita reguirwent.
Ansve::
1. Stone: Provides stone resource, zequires a pickase or betcer to collect.
2. Path: No resmurcea pravided, servea consesient route to travel.
Tree:
Providea
requizes toola collect tool
would apeed up proceas.
100

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Coal: Provides coal. resource, requizes sood_pickaze
collect.
Tran: Providea fron reanirce, requirea abone pricksee or better to collact.
6. Table:
Providea crafting atation for naking toola and veagona, requirea vood to craft.
Queation: What.
laat action taken by the player?
Anavec:
The last action taken by the player was nove_south.
Question: For each object in the list, the requirasenta
interaction?
Ansowr:
Based on the current status and inventory, hare is the 1ist of abjecta and shether their requirennta for interaction are xei:
Stamw: Yeak, you have pnokipickkce your inventary which is required collact stone.
2.
Path: Yea, no apecific reguirenenta needed for valking en the path.
5. Traw: Yex, tools
required collant uood from the trae, although having are would rake the process faster, your inventory which required collect. coal.
Coal: you have wnot,pickase
Zran: No, you need acone, atone_pickaze bettez to collect fron, and you only
vicdaee in your iavantory. Yas, you already have a table searby, so you can use it for crafting if you have the required resources.
6.
Tahla:
Osestion: top sub-taske player
follow. Indscate their priority
Ansow::
1. Graft a Stone Pickaze (Priority: 5/5)
To collect iron and other valusble resources, you craft pickaze using the nearby table and your inventory.
2. Collect nore Stone (Priority: 4/5)
Ax you currently have only pieces of stone inventory, ahould collect sore craft additional stone toolx reapone.
3. Collact Vood from the Tree (Priarity: 3/5)
Collect sood fron the nearby
craft toole, veapens, build other necessary stractures. Though you will help you mnough resaurces
currently
place wond, having
Osastion: Vest are the requirenents for the top aub-tack? What should the player do firet?
Answwr:
Bequiremente
top sub-task (Craft Stone Pickaxe):
1. Wood: You already have piece of wood in your inventory, which ie enough for crafting stone pickaxe.
2. Stane: You have piaces of stone in your investory, which in mnoug for crafting a stone pickaze.
table: Thero's table
your east.
should the player da firat:
Move one stop to the east to access the table, and then craft stone pickaxe using the good and stome in your inventory.
Question: List top actions player chould take actions. indicato their priority out of 6.
requirenent for action. Choose DNLY froz the all the table.
Ansper:
Priority Nove East Flat right the standing directly
Requirenent:
2. Priority 2: Make Stome Pickaare Hearby table; good, stene in investory.
Requironent: Must
table,
wood and in the inventory.
3. Priority 3: Nove Borth Flat ground above the agent. Requirenent: There sbould be flat ground above the agent.
Priority
Facing coal; rccessary tool pickaze).
Requirenent:: Murt be factng coal. and have a stone pichaxe in the inventory.
Priority 5: Nove Bast Flat ground right
Requirexent: There sbould flat ground right the agent.
Qsestion: For each action in the list, are the requirenente not?
Ausver:
Priority 1: Hove East Flat ground right the agent.
Requirenent not: Yee, the player is directly left of the table.
table; wood, Requirenent not: Yee, the player is near the table and has enough wood etoso the iaventorry.
Priority 2: Make
Piciaazo
in inventory.
3. Priority 3: Hove North Flat ground above the agent. Requirasnt The observation dosan't provide information about tarzain above the agent, this requireneat is zet.
deternise
4. Peiority 4: Do (nise coul) Facing coal; have zecesaary tool (atose pickaze). Requirenent No, player does currently have pickaze in their inventory; they seed nake first.
5. Priority 5: Nove East Flat ground right of the agent. Requirezent not: The observation doesn't provide information about the terrain right of the agent, so we caznot determine requirmeet
Question: Did the last player action succoed? Why?
Ansowe:
the last player action of nove_scuth succeded. noving in that direction, and the player's 's observation Step 128 shoes that they successullyy noved south.
obatacles requizesenta preventing the player
Question: Choose the best executable action Iron. above.
The bust executable action from above ia:
Priority 1: Novn Fast Flat ground right of the Reguirenent Yea. player directly left of the table.
101

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and sus 64, Cunulative Revard: 0. O.eSSOaOOOO
You took
You see:
steps to your weat
atepa your
path steps to your northreast
Lree steps to your southrwaat
coul 5 stepa to your norchreas
steps your
You face table at your frons (east).
9/9
food: 7/9
drink: 6/9
energy:
Your inventory:
good:
coal:
soad pickaze:
QA
Osestion:
Ansowr:
Make Stone Pickase
Qseation: objects
object, breifly
pravidea
reguineett.
Ansper:
Graza: Providex resource. No requt.
Stane: Provides
resourco. Requires sood_pickaxe to collect. Path: Provides no ressurce. No requirenent.
4. Tren: Provides uood rasmirce. Requires an axe or vond sond_ pickaza to collact.
Coal: Provides resource. Requires pecteptckaze
stono_piciaxe collect.
Requires stane_pickaze Provides iree for crafting tanla and sespona. laa requi rement EMa.
Table: Procidex
Osestion: Vhat
last action taken the player?
Ansver:
The last action takeen by the player was "nove_cast."
Question: For each object
the
intoraction?
Grann: No requirenents for interaction. Requirenents ret.
2. Stone: Bequires wood_ptciaxe to collect. Requirements net (sood_ptckare is inventory).
intoraction. Bequirenents Zree: Bequires an sood_pictaze collect. Requirenette (sood_pickare inventory).
Path: requirenetts
6. Coal: Requires wood pock_pickaxe or cone_pickare to collect. Requirenenss net (rood_piciaze is in iaventory).
6. Iron: lequures stone pickaate to collect. Requiementt not net (stone_ ptekaze not in inventory).
Requireneats
Osestion: List top sub-tarke the player should follow. Indicate their priority out of 6.
Ansper:
Priority: Craft Pickaxe: collect
player stoso_piciaxe. The player
2. Priority: 4- Collect Iron: Oace the player crafts the stoue_piciaxe they should collect iron to craft nore advanced tools and seapons.
Peiority: Find
the player's drink level is 6/9, they should look
Question: Vhat are the requirvnenta for the top aub-task? What abould the player do fizat?
Ansper:
The requirenests top
Stose
are:
A nearby table: The player nceds table to craft tools, and they are slready facing table in their current observation. pickase, and they
Stone inventory: player
in inventory.
The player already has all the required steas and is in the right pocition for the top sub-task. The player should noe craft Stone Pickaze wsing the table in front of then.
Question: top
player chould take actions. Indicate cheir priority out of E.
requirement for action. Choose ONLY
all
Ansper:
Priority Make Pickase (Requiremnt:: the requized wood stone their inventory. Crafting Pickase player already facing rable will help then collect valuable resources like iren.
teble;
ieventory)
Peiorisy Nove (Raguirenen:: ground of agent)
player should nove to approach the toola and veaponx.
iros,
resources for crafting zore advanced
Priarity Best. (Requirwent:
ground right agent)
soving north, player should nove get closer to coul degosita, allouing then to the resources shen they have the stone pickaxe equipped.
Priority (Reguirasntt: Facing
nateriel have necezeary
102

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Accor reaching coal iron deposits, player should then to craft more advanced itens in future, auch Pickaze en Trom Suord.
Pickaze collect
This
6. Priority Bi Drink (Requirenat: No requirenents)
player hea drink level 8/9, shich critical yeu, they abould looking rupleniah their thisst the future.
Queatiin:: For each action in the liat, are the requirmeents nwt? Acsver:
Priority 1: Hake Stome Pickass renquteemtt: Kearhy table; uond, atone inventary)
Yea, the player is alrendy facing the tabla, and they have wond and stone in their inventory, so this regsirment is net
Peiarity 2:
Nove (Bequirweet: ground of agent) Yea, there is no seation of obstacles or irzogalar tezzain to the north in the playez's observation, se this requirvmen:
Peiority Hove East (Raquiremnt: ground right to agunt)
Yon, noving mast from the current position would be possible ea there is no chstacls nantiomed in the diservation to the wast. Sa, this requitenent ret.
Priarity 4: (Requirwent: Pacing creature or natarial; haow neceasery tool)
This suquiraaent is not yet out, since the player firat needa to nowe closer to the coal and fron rescurcea and have the stone pickaze equipped.
Priority 5: (Repirerent:: requirements)
Yes, the player can perforn thin action as there are no requirerents to rest. Hovever, currently, water source is not sactioned in the observation, the player needa to find one perforn this action wffectively.
Qreation: Did the last player action succend? Khy?
Ansver:
Yes, the last player action succeeded, The
able taking
there ground and obstacles player facing
Qsastion: Choose the best executable action fron. above,
Ansper:
The exocutable action
Priorsty
(Bequirenen:: Bearby table; wood, Stone
investory). The player neets the requtreents since they are facing the table and have the requited good and stone in their inventory. Grafting a Stone Pickaze will help then collect. valuable resources like coal and fron in the fatare.
Stop 68, Ounulative Revard: 1.0 1.0 You taok action makee stc._sttme__gom sttnneppickaze.
You see:
grans steps to your west
steps your path steps your north-east
tree steps to your soush-eeast
coal 5 steps to your north-cast steps your north-east
You face table at your front (cast)..
status:
health:
food: 1/9
drink: 6/9
energy: 7/9
Your inventory:
stone:
wood_ pood_pickaaeo stooeeppicaaze
QA
Question:
Ansver: Hove North
Queation: objecta
olssrvation. each object, breifly
it providea and its
requirenent.
Ansper:
1. Grazs: Provides no specific resources. Requizements: none.
Provides
Requireaents: pood_pickaze stose_piclaze collect. cavigational terrain. Requireneats: none.
Path: resources provided;
4. Tree: Providea veed resources. Requisemntaa: pickaze or pickaze to collect.
6. Coal: Provides coal. resources. Requirenents: vood_pickaze or scone pickaze collect.
Providea Iron
Requirmenta:: stose atoss_pickaze
collest.
crafting toola veapons. Requirament:: vood
place.
8. Wood_piciaze: Collect wood and stone; used to nake stese_pichaxe. Requirenests: wood and table to rake.
Stane_ Stanw_pickaae: Collwat, stone and iren; used to nake an iron.pickaze. Requirementa: wood, atone, and table sake.
Question:
last action taken by the playor?
Anaver:
The last action takea by the player was wtw.ssttoo_ppccaeee
Queation: object the list, are the zequirament interactios?
Assver:
Graes: Yex, the requirwants sot for interaction there spacific requi renenta...
103

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Yes, zequirazents for interaction as you have both veod_pickaze and atcue_pickaze your inventary.
8. Path: Yea, the reguirennns are sut for interaction sn there are no spacific requireeeta.
4. Tree: Yes, the zequirenents are not for interaction as you have both a sood_pickaze and stous_ ppickae in your inventory.
Coul: Yea, the requireants are nut for interaction as you have both wood pickase and scone pickuue in your inventory.
6. Tram: Yes, the reguireeents are nnt for interaction since have stone piickee in your investary.
Table:
Yea, requiresents
for interaction as you
your inventory the table already plased.
Vand, pickeze: The requi are alraady set, as the wood pickace in in your inventory.
9.
Stann_pickkae: The requieeents are already sat, as the atons, is in your investory.
Queation: List top substaala player
follow. Indicate their priority
Ansowr:
1. Collect iron (Prierity; 5/5): This is a high priority task since you have a stone, pickaze in your inventory, and call collecting fron will help you prograss further in the gaze crafting iron tools and sesporx.
Collect nore coal (Priority: 4/5): you only have one coal your inventory, collecting more will ensure you have snough resourcex to sralt. tran later on. This in nssentaal for naking fron boola and snapons.
Collect wood
(Priorsty: 3/6); will allow you to craft addicional toola, veagone, and huild abaltara as neaded. It's also required for further advascmmenta in the gass
mediun priority
having wood
inventory
Dreation: What
requi requiteennt for the top aub-task? What. ahould player first?
Ansver:
Por the top sub-tank, which in collacting iron, the requirenents are:
Locate the iron cre: the player'e observation (step 130), iron stepe the north-east.
2. Use the stons pickaze: The player hax a stann_ppicksee in their inventory, which is needed to ninw the iron ore officiently.
atart this tasie, the player should firat nove towarda the iron ore. step, the player should nove north-east to get closer to the sron are, They may have to do combination of nowing mast and noving north
in stepu to northresst the carrent
diagoally if the gare allows it. Once they reach the iron they can une the stose_pickaze to collect it.
Queation: List top actiooss the player should take and the requiranant for each action. Channe DNLY deov the 1iat of all actions. Indicato their priority out of 6.
Ansver:
Priarity 1: Novw North (Action 3) Requirament: Flat ground above the apent. This action novea the player closer the
1ron ore which 1s 4 stops to the north-east.
Peiority 2:
Hove East (dcticn covard the iron ore, completing the diagonal nove with a combination of noving north and nowing east.
Requirenent: Flat ground right the agest. This action contimues noving the player
Priority Do (Action 6) Requirenent: Facing creature naterial; have the necessary tool. This action allows the player to mine the iron ore after they have reached it using the stono_pickaxe they already have their investory,
4. Priority 4: Hove South (Action 4) Bequirement: Flat ground beloe the agent. This action zoves the player back tocards table after collecting the iron
they cratt additional itens if needed prograss further the game.
6. Priority 5:
Nove Vest (dction 1) Requirenent: Flat ground left to the agent. This action continues noving the player back towarde the table or allove then to explore other aread after gathering the iron ore.
Question: For each action in the 11st, are the requirenente nct?
Ansper:
1. Priority 1: Nove North (Action 3) Yea, the requirezeats are xot as flat ground is contioned to be 3 steps to the north- cast (path).
2. Priority 2: Nove Bast (dction 2) Yes, the requirezente are net as flat ground is sentioned to have stone 2 steps to the cast.
Priority 3: Do (action B) Not yet, the player noods to reach the irom oze firet by noving north and cast per priority 1 and 2 actione. Once the player is facing the iron ore, they have the pecessary tool (etone_pichaxe) in their inventory mine it.
Priority
Hove South (dctson The requirement it. Carrently, there is a tree seationed to be 3 steps to the south-east.
be net after the player has reached iron ore and collected
Peiority 5: Nove West (Action Yea, the requiraaent West.
flat ground sestioned to have grasa step the
Queation: Did the last playex action succoed? Why? Ausper:
Yee, the last player action euccoeded because the player requirements for aaking stone pickaze. They were facing table (shich vas to their euat) and had the necessary resources in their inventory, including wood and atone.
Dueation: Choose best, axecutable action from above.
Ansver:
The best exocatable action from the list above is Priority 1: Nove North (Action 3) since its requirenen; of flat ground above the agent aus, and it noves the player cleaer the iron
IassssssnStop: 66, Cusulative Revard: O.Dassaaaaann You tank action
You see:
stone 3 ataps to your smuthreast:
stepa your cheaatt
104

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stepa your norch-vest
atepu to your northrwext.
iron 3 stspa to your nor toraattat
table 2 steps to your soutb-east
You gresa at your front (north))
Your statua:
bealth: 9/9
food: 1/9
drink: 6/0
energy: T/9
inventory:
stone:
coal:
pickase:
picnnepickase:
QA
Question::
Action
North
Qceation:
Last objects in the current observation. For each breifly
it provides and i5a
requirwent.
Amsver:
1. Grans: Provides no resources, requires no specific toola or actions to interact with.
2. Stane: Providex stone rиsоurce, requires wood, pickaze or better callact.
Path: Prorides no ressurcee, requires no specific tool to interact with but using an aze would be more efficient.
navigational
without any requireeet.
Tren: Provides vood resource,
5. Coal: Providea coal. reanurce, requires a sond, pickase or better to collact.
Irom: Provides iron resource, requires stone pickaae better collect. craftting
requires
place.
Osastion: Veat was the last action taken by the player?
Ansowr:
The action by player vas nove_nortà.
Queation: For each objact in the list, are the ragsirmeent net: for intaraction?
Ansper:
interaction grass requires specific Yex, raquirmants are set for interaction as you passesx unnd picksze and stone_pichare pickase, both which can collect stone.
requirezente
Stame:
3. Path: Yes, reguiresente
for interaction
path
for navigation without requirement.
Zree: Yes, zequirenente
for interaction no specific an axe would be nore efficient. Carrently, you don't have an axe, but you can still interact with it.
neoded interact with tzee, though using
5. Coal: Yes, the requiresene are not for interaction an you parreze wood, packaze and atone, _icckaee both of which can
collect
iron: Yes, requirenente
tor interaction as you possece a stone, stone_picksse packkate, wbich Table: Yes, the requireentss are set for interaction as you already made and placed table. You can use it for crafting without additional requirencato.
Question: List top sub-tasks player should follow. Indicate their priority out
Insper:
1. Collect iron (Priorsty b/6): Thie ie the highest priority task nince you have stone_ pickaze capable of collecting iron, collecting
you
tools and veapons 1ike iron pickazes iron everds.
2. Collect coal (Priorsty 6/5): Thie tack i5 important because coal is needed mait iron in furnace. You already have coal in your inventory, but collecting nore coal casures you have eaough fuel for amolting tasks.
not dangerouely yet, stay avare. Look for opportunities to collect drink from a nearby lake or interact with passive xobe such as cops oz other cources of food roplented your supplies.
(Priorsty
essential
Question:
requireneata for the top sub-tack? that the player fizet?
Insper:
Top sub-task: Collect iron
Requirements:
Stone pickaze (already in inventory)
2. Locace irom depesits (iron is 3 szops to your sorth-east)
should player de
rovards irom deposit by taking action nove_north-east. Ouce the player near irea deposit, they should face it directly..
2. Dae the stonv,piciaaz to collect the iron taking action do.
Question: List top actions player chould take requirenent for action. Choose DNLY all actions. Indicate their priority out of E.
Ansper:
Korth-Faat (Priority 1)
Requiresent: ground diagesally up-righht.
2. Do (Priority 2)
Sequiresant: Facing iren deposit; stooe_pickaze investory.
3. Nove Bouth-East (Priority 3)
Requirenent: Flat ground disgosally dow--right (to retuza to the table).
Pickaze (Priority 4)
Sequiresent: Hearby table, fursace; wood, coal, and collected iron is inventory.
Nove lovard Coal Deposit (Priority
105

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Requirezent: Ideatify best direction reach the deposis visible stepo your north-east (possible actions: nove,north, nowe, wast or any conbination).
Question: For each action in the list, are the zequirenente net?
Korth-Eust (Priority 1)
Bequirozeat: Flat ground diagesally up-right.
The requireent for this action is ret, you move northrwat.
(Friority 2)
Requirment:: Pacing the icon depoxis; stone, pickaze in investory.
The requirement for this action is not yet set, you are not currently facing the iron deposit.
South-Eust (Priority 3)
Bequiresant: Flat ground diagesally dova-right (to recuza to the tabie).
The requimeent for this action is ret, the table ia stapa to your south-aet, and preauzably there is flat ground you presiously
4. Naka Tron Pickace (Priarity 4)
Requiresent: Bearby Lable, fursace; wood, coul, and cullected iron in inventory.
requerenent
since you
yet possibly placed furnace.
5. Nove lovard Goal Deposis (Priority 5)
Requirenents: Identify the best diraction reach the coal deposts vissble
north-east (ponssble actions:
any requireent this action camoot deternined without knoving ground available current
posstion and coal depoast. You need to choose the best path based on the tarrain (nove, north or move_east).
Osestion:
player action eucceed? Why?
Ansver:
Yea, the last player actiio aucoeeded. The north action wea ancowasful because there vaa flat ground (grans) in the direction of noverent (north), alloxing player
that location.
Question:: Choose best. executaale action from abocw.
Ansper:
The best asecutable action from above North-Fast (Priority 1), han flat ground diagonally up-right, and the requirement
Omullative
You action move, north.
You
stone steps to your south-oast
patt steps to your east
tree 3 steps to your norsh-cest
steps your north-cast steps your north-east
table steps to your sauth-east
cou 6 steps to your zorth-vest
You grass at your (north).
Your statue:
health: 9/9
food:
crink: 6/9
energy: 7/9
inventory:
stone:
coal:
wood_piciaze:
stome_pickaae:
Q4
Question:
Action
Amsper:
Question:
List objects in the current obcorvation. For each object, broifly anseer what resource it provides and itc requiramnt.
1. Stone: Provides resources for crafting stone tools and furnace; requires a pood_piciaze to collect.
2. Path: Providea wasler aoverent; ruquirenent..
Tree: Provides sood crafting tools, fursace; requires wood pickaze stcae_pictaee to collect.
requires vood_pickare stess_pickaze collect.
Coal: Provides
seciting
5. Iran: Providea resources for crafting iron tools and veagona; requires a aicca_pickaze to collect.
6. Table: Provides crafting station for naking tools and veapons; zequires good to craft and place.
Providea food
health and hunger; requires seapon Blocka path; no resources provided, can dug or around; requizenuna..
collect.
Questiion: What wea the last action taken the player?
Ausver:
The action taisen by player was nove_north.
Question:
For each object in the list, are the zequirenents for interaction?
atone atoss_pickase pichaze your lnventory. 2. Path: Yes, the requiresents are not. Ho specific tool er resource is needed to ucilize the path.
Stame: Yea, zequireents are zut, you have wood_pickase
3. Trom: Yea, the regsirments.
have wond pickase and stone pickase in inventary. you wood_pickase scone_pickaze your inventory.
Coal: zuquirasntt
106

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Iron: requireaunts
you stous_pickaze your inreatory.
Tabll:
Yex, requirments are set. It's awallable crafting since you placed warlier. Yea, the requirmmnta are net. You can use your viod_ atone_pickase, or craft suitable wagonn to defeat. and collect neat.
7. Cow:
You dig through around without any specific taol Question: List top sub-tasks the player should follow. Indicate their priority out of 6.
Yex, requiraennt
Ansvw::
Collect Iron (Priority:
Collecting
essential allova the creation iron
vaagona, leading
to better performance and advancement: in the gaze.
2. Zaprove Food and Drink (Priority: 4/6): Increase your food and drink levela consuning food (e.g.. defeating the cou and finding health, hunger, and thirst lavela naintaioed.
eating
you gare longer and keep your
3. Graft Wood or Stone Sword (Priarity: 3/5); Crafting vood atone avord can increase conbat abilitiie and will your chancea survival help you accomplish
isprove your de agsinat nore ufficiently.
Queation:
Vhat are the requirenenta for the top aubrtask? What abould the player do firat?
Top Sob-task: Collact Tron
Reguiraments:
find blocka gare Daw Blone Pickaze: suat have stose_pickaze in your invencory- (You ulready have it)
What. should the player do first?
The player should more stope the north-east reach iron and ure stone_piciear to collect the ore.
Qsestion:
Last actions
should and requirenent for action. Choose ONLY frox the lset all priority
Ansver:
1. Priority 1: Hove Bast
Raquirasent: Flat ground right to the (path step to your maxt)
Priority 2: Hove Borth
Requiraeant: Flat ground above of the agent, (iron 2 stapa to your north-waat)
Peiority
Requiramett: Facing iran ore; have stone, sttostppiceeeee pickars in invwntory.
of Boquirenent: Find lake oz ziver the player's a curroundingo.
Priority 4: Locate
collect drink
5. Priority 5: Nove touarde the water nource
Requirenent: Clear path towards discovered
player valk
Qseation: For ench action in the liet, are the requirezents net?
Anzper:
Priority 1: Hove Bast
Boquirement: Flat ground right the ageat. (path step to your You, the requirencnt is xet as there to a path 1 stop to the east.
Priority Nove North
Roquirement: Flat ground above
ageat, (iron stope to your north-east) Yes, the requirenent is xet as there are 2 more steps to reach the iron ore.
Priority
Requirement: Facing iron ore: stono_ picckare in inventory.
The requirement for having a stone_pickaze in the inventery is xet. Bowever, the player needs to face the irom ore before the "Do" action. can be taken to nine the ore.
Peiority Locate sourco water collect
Requirenent: Find lake or river in the player's a curroundings, Carrently, there's no information
sater source in the player's surroundiago, so this requirenett is not net.
Priority Hove
vater cource
Bequiresen:: Clear path towards the discovered cater source for the player to valk to. As there's n0 water source discovered yet, this requirenent is not net.
Question:
last player action aucceed? Why?
Ansper:
Yea, the last playez action aucoweded because the player ablu to nove north without any obstaclus or issusa, indicated by change the player's observations surrouningg after action
Question: Choose the beat executable action from above. Ansper:
The asecutable action
above Priority Nove haa flat ground right agent, and the requirmment ast the path step to eust.
Stap 68, Cunulative Rovard: 0.0 D.D You took actiion waat.
You
grada atapa to your weat
stone 3 steps to your southreast
tree atepu to your north-oeat.
stepa your sortaat
107

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iron stepa your
tabla ataps to your aouth
cow 7 stega to your northe sorth-wet
You path your front (maxt).
Your status:
bealth: 9/9
food: 7/9
drink: 8/9
energy: 7/9
inventory:
atans:
coal:
sond pickase:
sicoe_pickase:
QA
Queat:inn: Action
Ansooe:
Question: List objecta in the current observation. For each objjec, breifly ansver what resouree it provides and ita reguirenens.
Gruas: Provides no direct reaources, but can be traversed wasily. Requizerent: Nons.
2. Stane: Provides stone rasource, used for crafting vartous tools and building natarials. Requirement: Kood pickaze
better to collect.
Tree: Provides uood resource,
for crafting toole, busldiigg cateriale, and creating table. Requtrenent: tools needed, bus having an are my speed up the procass.
4. Coal: Providea coal. reanurce, used for saalting netal orea in furnace, Reguirement: Vond pickazw or better to collact. furnace to rake ingots, used for crafting tools and weapons. Requarment:
Irom: Provides iron resource, melt
pickase
Table: Allovs you to craft varioua tools and veagona with rиsourcиa gathared. Requirmmet:: Vood to craft. the table.
7. Path: Provides an easy xovement between locations; not ressurce but more of an environmetal. reature. Requirement: Mone.
Prorides food when killed. Requirenent: tools aceded, having reapon like wooden or stone spord nore afficient.
9. Vand Pickazw (in inventary): Uned for gatharing stons and caul. Requirmeen:: Vand crafted at tahla.
10. Stone Pickaxe (in inventory): Used for gathering iron better nateriale. Requirement: Stone and wood crafted
Qsestion: Veat was the last action taken by the playor?
Ansper:
The last action takeea by player vas nove_east.
Question:
For each object in the list, are the reguireents net for interaction?
Ansper:
Grase: requirenntts to interact with, yes, requirenente not.
2. Stane:
leeqstees sond pi picaeee or better to collect. You have wood_ pickaze and stone_pician pickaze in your inventory, so yes, the requirenente are net,
still interact with 4. Cool: Requires good piciaaee or better to collect. You have a wood_pickaze and a steko_pickaxe in your inventory, to yes,
Tree: No tools needed,
having tree, so yes, the requiroseats not.
may epeed up procese. You don't
the requirenents are not,
collect. have stcoe_pickaxe your inventory, so yes, requirenera 6. Table: The table is already present in the enviromeett, so there are no requireaente to interact with it. You, the
Irea: Bequires
piciaaeo
net.
requirenente are met.
the requirenente net. seapon, but you still interact with the 9. Vood Picizazo (in inventory): Already your inventory and can be used to gather stone and coal. Yes, the requireests
Path: No requirenats
interact with,
tools needed, having seapon more officiest, coe, so yes, the requirenents are net.
10. Stone Pickaxe inventory): Already in your inventory and can used gather iroe better naterials. Yea, the requiresente are met.
Question: List sub-taske player should follow. Indicate their priority out
Ansver:
1. Priority 5/5: Collect iron. Since you have a stose staso_piclazee you cas collect the iron stop to the north to craft nore advanced tools and weapons, such as an iron. pickaze or iren svord.
Peiority 4/5: Collect coal. With have one coal. in your inventory, but collecting more 2ill cono in handy for future saclring tasks. The coal is 2 to your sorth-eaat.
your inventory, you will
smels the iron ore in furuace. You already
Priority 3/5:
the con 7 stope to your north-sest to obtain food. Your food level is currently 7/8, it is not un imsediate concern. Roveves, collecting food from. the cos will be beneficial to keep your food supaly stable. You can interact with the cos without any tools, but crafting voapon auch as wooden stone swerd nay rake
afficient.
Question: Vhat are the requirenents for the top sub-task? What should the player do fixet?
Ansowe:
The top sub-task is collect iron. The requiresenta for this taak
1. Raving a stons pickaze, which you already possessa in your inventory.
2. Locating iron oze, shich is 1 stop to your north.
Since you have aut both raquirenenta, the first thing the player should nove north. Than, player can uae the stose_pickaze to collect the iroa ore.
108

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Question:
player should requirenent action. Choose ONLY frox all actions. Indicata their priority out
Acsver:
Pxiority 1:
Action:
Requirement:: ground above agent.
Beason: To nove clesex to the iron oze.
Priority
Action:
Requirazenta: Facing iron new Cafter noving Narth) and have secosssrr tool (stoee.pickaze). Beason: To collect fron us using the pickaepickazz.
Priority
Action: Hove South
Raquiramenta: Flat ground below the
Reason:
stepa aouth) crafting
Priority 4:
Action: Kake Iron Pickass
Regoirerents: Hearby
coal,, Reason: craft an irom pickase callect. diarond.
moving
Priority
Requirements: Flat ground
agent. Reason: To nove back to the area with coal and nearch for dianond.
Usestion:
action list, requirezente
Ansver:
Priority 1:
Action: More North
Reguirwments:: ground
spent. Status: Requirwanta net, na you grass at, your (north),
Priority
Action:
lequirements: Pacing iron are (atter roving North) and haring necessary tool (etome_ptckazo))
Status: Regsirwenta net ance you move north. You have atone pickase in your inewntory.
Action:
South
Requirement:: Flat ground below the agent.
Statue: lequiremente will be acter completing Priority 2,
back.
Priority
Action: Maie Iron Picisaze
Bequiresents: Hearby (after South),
collected
Status: Partially
missing turnace your inventory placed nearby. place craft onn before fully neeting the requiremnte for naking an iron pickaze.
Priority
Action:
Roquirencnte: Flat ground above the agent.
Statun: Requironnte sill be net after completing Priority and returning eouth.
Question:
player
euccoed? Why?
Insver:
Yes, the last player action (novo_east)) succeeded. The player able to move east because there patt- flat ground in the direction, alloving player
direction.
Question: Choose the best executable action froz, above.
Ancper:
The executable action
above Priority
Action:
Hovo North
Bequirenents: Flat ground above the agent.
requirenents
ground grass agent), player get
fron ore.
Stap: 69, Conulative Revard: 0.0 J.greeeennn You Look action move_porth.
You
grasa ateps to your weat
stone 3 steps to your south-east
steps your
stepa to your norch-veat
coal 2 stops to your north-east
table atepa to your south
steps your sorth-veat
You fuce iron at your fromt (north).
8/9
fool: 7/9
drink: 8/9
energy:
109

---

inventory:
stone: 1
coal: 1
pickaze:
atone_pickase:
QA
Queation:: Action
Acsver:
Queation:
List objecta in the current ciservation. For each object, breifly ansver what resource it provides and ita
regeitwant.
Ansver:
3. Greas: Provides so spacific resources, but can be used to navigate through the anvirenment. No requiterents.
2. Stanw: Providex stone rаsource for crafting toolx and building structures. Requirea vond pickaza or better nine.
Puth:
for navigation. Tree: Provides soed resource crafting toola building acructures. Requires tool or to collect.
provided,
requireaent..
5. Coal: Provides coal reamurce for aralting netals in furnacw. Reguiren vood pickaze or better to mine.
6. 7able: Providea crafting atation for creating toola and vespons. Yo requirementa.
seapons. Requires pickaze Provides food restoring hunger when killed. No requi requimwents.
1ron
Orestion: What the last action taken the player?
The action taken by player waz nove_north.
Queat:inn:
For each object in the lixt, are the requirmsents for interaction?
Graen:
requiienente for interaction. Requirennts ret-
2. Stane: Requirea sood pickaze or better to sine. You have wnod pickase and a stons_pickess in your inventary. Requiremente net.
requirenants
Requi renents
Requirwa tool or zet.
collest. You have pickaae stors_pickaze in your inventory. Requi
Caal: Requires wood pickaze bettar mine. You have unod pickaze and pickkep in inventory. Requirenente net.
Table: Bo requirenntts for interaction. Requirennts zet.
7. Tram: Requires atons pickanz or better to rine. You have stone, pickace in your inventary. Requirarents net. requirenents interaction.
Qoeation: List tap aubetaako the player should follow. Indicata their priority out
Ansper:
for crafting advanced tools and 2. Collect Coal: Kine the coal. 2 stope to your north-oast since it ie needed for smelting notals in furnace. Priorsty; 4/5.
Collect Irom: Interact with the front
gather
Priority: 6/6.
Bestore Drink: Find
and drink fron
thiret, shich currently 6/9. Friority:
Question: Veat are the requirenents for the top sub-tack? What should the player firet?
Ansper:
For top sub-task: Collect Iron, the requirosents Bo in proxinity to the iron ore.
follows:
Have stone pickazz or higher-tier pickaae in the inventory.
The player already
requirenents, iron is step the north player etomo pickaae
their inventory.
Thus, the should
folloving
the List top actions the player chould tase and the requirement for each action. Choose DNLY frox. the list of all Indicate their priority
iron (north) using stone stone_pickaze
Question:
Ansver:
Priority 1: Do (Interact with Iron)
Requirezent: Facing iron oze; have stose pickaze higher in the inventory.
Boason: collect
iron crafting
tools and veapons.
2. Priority 2: Hove Vest
Requirezent: Flat ground to the west of the agent.
the cable
player craft itess.
3. Priority 3: Make Iron Piciaxe
Requiresent: Hearby table; ires, coul, and furnace in the inventory.
Beason:
stronger
that collect diasond.
Priority 4: Make Irom Bword
Roquirezent: Hearby table, furnace; iroe and coal. in the inventory.
Beasan:
stronger
defending againat stronger
6. Priority 5: Do (Attack Cou)
Requiresent: Facing
have aword in the inventory. food
Beason:
player's food
Queation: For euch action in the liat, are the zaquirementa net??
Ansver:
Priarity (Intaract
Bequiraent:: Facing irom nrw; have atooe pickaze higher inventory. Are requironenta set? Yes, the player is facing iron and has scone_pickaze.
Priority Nove Veat
110

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Requiresaat:
agent.
requi requrtt You, graux one atep vext player.
3. Priority 3: Make Iron Pickazo
Requireent:
inventory.
requiremett
yes, player nseda collect iron then go the furnace attenpt crafting
it.
Priority Iron
Requirenent: Yearby table, furnace; from and coall the inventary. Arw requirementa sat? Not yet, the player needa to collact iron and then go to the table and furnace to atterpt. crafting it.
Priarity
Dow)
Bequiresant: Facing a cow; have aword in the inventory.
are requireeents sat? No, the player not currently facing and down not iward in the investary.
Question: last player
aucceed? Khy?
Anaver:
Yea, the last player action aucooeded. The player noved north becuuse there was flat ground (path) in that directioe, alloving player
nove_north
Queation: Choose the beat executable action from: above.
Ansper:
The
Priority (Interast Tran). player currently facing stone,pickase inventory, moeting the requiranenta this action.
Stap: 7O, Comulative Rovard: You tank action do.
You
grazs ataps to your weat
stone 3 steps to your south-east
to northreest
stops your north-cast
table steps to your south
cou 8 stegs to your northwwest.
path your (north).
Your statue:
Ith: 9/9
food:
drink: 6/9
energy: 7/9
inventory:
stone:
coal:
pood_pickazo:
stome_ptciaae::
QA
Questioa:
Place Furnace
Question:
obsorvation. each object, broifly and
requirenent.
Ansper: 1. Grass:
provides (nainly surface gaze)
Boquironent zoquirenente
2. Stone: provides (used for crafting building stractures)
Bequirement pocd_piciexre
3. Tree:
provides Hood (uaed Bequiresent specific roquirenenta, just approach interac:
toola building
4. Coal: Besource provides Coal (used for smelting iros) Bequirement pood_piciaaeo
6. Table:
Resource provides Tool veagon crafting station Bequirenent to have collected
crafted
6. Cow: Besource provides Food Boquirenent Appreach interact obtain
Sealth)
7. Path: providea navigasion
Requirweent ruquireente
8. Tram:
Iron (uaed crafting toola иеаpoнa)

---

Beguirenent Reed atone_piclaxe tool collect
Question: Waat wea the laat action taken by the playee? The
Ansver:
by player *do".
Question: For each object in the list, are the zequirezente net for interaction?
Ansow::
Requiraeent net Yea, there are reguirmentt for interacting with grass.
2. Stone: Reguiras Requiraeents
player pickaza stane_ppcian pwc..spc their inventory,
atone.
3. Traw:
specific requireentt interacting and player approach
4. Coul: lequirenents Yee, player sood_ piciszee stone jiiceee inventory,
Table:
Regu
player already
which
crafting veapona.
6. Con:: Requi preents net Yea,, the player approwch the sow and interact to obtain food.
Path: Requirazant net Yeck, there are na ragu inguirmannta to interact. with path, and the player can use it. for waxter nevigation,
Requi net Yeak, player has stane,pi pickkzs in inventory, which can to collect iron.
Qreation:: List aubetnalos the player should follow. Indicate their priority out: 5.
Ansver:
Smels Iron and craft Iron tools (Priorsty: 6/5)
Since the player has call lactedd iron, they shauld forms on seaiting it using the furnace and crafting better tools much ax suord which will holp collecting recources defending nonstere.
iron pickaze
Rextore
(Priarity: 4/5)
The player's rood (7/9) and drink (6/8) levels are not at their maximin. They chould fecus on finding cource of vater the other rood
drink
restore their food level.
3. Collect nore resources (Priority: 3/6)
The player should contimme to collect more resources much as sood, stone, and coal to ensure they can craft nore tools, reapons, structures for survival
game progresses.
Oseation: Veat are the requirenents for the top aub-tack? What should the player firet?
Anzper:
Requirenents
sub-task (Smelt Iron and Iron tools):
Place Purnace: player nceds place furzace,
requizes stone their investory (already available).
Soels Iron: The player neede coal (already available) to coelt the collected iron in the furnace.
Gradt Iron tools: The player seeds use the nearby table, melted iron, and available sood to cratt an irom pickaae and seord.
The player should firet place a furnace (action: place, place_ turnace) near the table. Then, use the furnace to snolt the iron with the coal they have collected (action: amclt, iroa). Finally, eace the izon is ancited, they should craft iron tools, 1. evord (action: (ron_rrordd) using the
(action: (oo_irrooppia)))
Question: List top actions the player shoold take and the requirenent for each action. Choose onL frox the list of all actions. Indicate their priority out of 6.
Ansver:
Priority
place_furnace)
Requirenent: Stone in inventory (already avsilable)
Sxclt Iron (action: axclt_iron)
Requirenent: Furnace placed, ixon
investory available)
3. Priority 3: Make Iron Piciaze (acsion: nake_iroe, airos_picaaee Requirasant:: complesed)
and weed inventory (essuning aselted available priority
4. Priority 4: Make Iron Boord (action: nake, ironn_sorr)) smelted iros and inventory (sace above)
Requirenents:
5. Priority 5: Drink (action: drink)
Requirezent: Access to drinkable vator source (1ike lake),, as the playorts drink level is 6/9, getting closer to dekydration.
Question: For each action in the list, are the zequirezente nct?
Ansowr:
Priorisy
(action: fureace
Requirencnt: Stone inventory
stone available)
2. Priority 2: Baolt Iron (action: sront_iron)
Requiraent::
placed yes, complete priority: first.
inventory (1
availabla)
3. Priarity 3: Make Tron Pickase (actions make, pickace)
Reguirasatts: Hearby
table atega the south
112

---

Bealted and wood inventory yet, cosplate priority action firat (snolting iros)
Priority 4: Make Iron Bward (action:
Requirezents: Heazby table Yes, table is 2 arepa the south Sealted
and
inventory yeb, complate prinrity action firat (snelting iros)
6. Priozity B: Drink (action: drink)
Requireent:: Anowaa to de drinkable unter source Not. sentioned in the recent player observacion stspa, so camnot be confireed this
player needa find
for requiremett be
Queation:: Did the last plajer action succead? Why?
Ansver:
player action auccanded. The player frost/horth): The indication aucceaa ls that their inventory now containa iron.
abjact they facing (iran thair
Qreation: Choowe the best, executable action from above.
Ansver:
The executable action from the above Priority 1: Place Parnace (action: place_furnace), as the requirerent having stons in the inventary in already rat.
Stap:: 71, Camalaiiv Reuard: 0.0
You taok action furnace.
You 200:
grans steps to your west
atome ateps to your southreast
steps to your north-vest
coal steps to your northreast
table 2 staps to your aouth
cou steps to your north-vest
You fRow path at your front (north).
Your atatua:
bealth:
food: 1/9
drink: 6/9
energy: 7/9
inventory:
stone: 1
coal:
iron:
pood_ptcimze::
stone pic.aae:
QA
Qsestion: Action
Ansver:
Move Hest
Question:
List objects current obsorvation. each object, broifly ansver what resource it provides and its requirenent.
Ansper:
Provides
Stone: Provides stose resource, requires vood pictare or higher collect.
3. Tree: Provides vood resource, requires a pocd_p or higher to collect.
4. Coal: Provides coal. resource, requizes pickep or higher to collect.
Provides cratting capability for toole and veapons, requires wood construct.
Prozides food resource, requires any type
tool attacking collect.
T. Path:
Provides easter navigation, no requiresent.
Question: What
last action taken the player?
Ansver:
The last action takee by the player was placing a furnace (plare_furnaco)
Question: For each object
the requirenente
interaction?
Ansper:
1. Grass: No requiennnta to interact with grass, so the requiresents are net.
2.
Stone: Bequires pood_ptciaaze or highor to collect, You have vood_pictaze and stoce_pickaze in your inventory,
requirezenta
Zree: Requires sood_piciazo highor collect. have wood_pickaze and stoso_ in your iaventory, the requirenent are met.
4. Coul; Requirea pood,pickaze higher collect. You have pock_pickaze and sicss_pickaze in your lnventory, the
requiresente
the table as it is slready constructed, the requirenente nct. 6. Cow: Requirus any type of avord or tool for attacking to collect. You have a vood_piciaae and stone_pickase in your investory, which can be used to attack, so the requireennsa are net.
Table: requirenests to interact
Path: No requizeenta
the path,
requieesenaa
Question: List top sub-tasks the player should follow. Indicate their priority out of 6.
Ansvwe:
Priorisy 4/5: Collect coal; Coal useful aselting iron and cooking food, You have oaly coal. your investory. Use your wood_pickaze or stone stono_pickaze to collect the coal steps to your north-east.
2. Priority 5/5: Increase food supplies: Your food level is 7/9, which could be improved. Attack the cow stopa north-weat uxing your pickase stone pinkese obtain
3. Priority 3/5: Collect more from: Iron is required for crafting better tools and seapons. You have only 1 from in your investary. Find sourcw of iron and use your stone pickksee collect nore.
113

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Question: Veat requirenenta for the top aub-task? What should player firat?
Ansowr:
For the top aabrtask (Collect more coal):
Requir
Locate aearby
already ase alega your northreast.
2. Ensuze the pick_pickaze or stone_piciaze is in your inventory: You have beth pood_pickaze and stone_piciaxe in your investary.
should the player da firat:
1. Move tovards the coal: Nove 2 stapa to the northreast to reach the coal.
2. Ose wither the veod_piclaze or the picse_piclaze to collect the coal: Pezforn the "do action facing the coul with the pickaza equipped.
Question: List top actiona the player should taže and the requitenent for each action. Choose ONLY feox the list of all actions. Indicata their priority out of 5.
Peiority Hove North-East
Reguireent:: Plat ground ategu to the sorth-waxt. (tovarda the coal)..
Priority (Collect
Requiranants Pactng coal having wither the sond, ckazw or stone
atone_piickaze piickax your inventory.
Priority 3: Hove Vest
Requiraeet::
step
(snvarda grase).
4. Priority 4: Brink (tron the lake)
Requireeent: Be
lake to restorw the drink Iwcel.
Priority 5: Go tovards cou and chase
Requiraent:: Plat ground tovards the ateps to your morthrwant: (sove Lowarda cov).
requiraments
Ansow::
1. Priority 1: Nove Borth-Laast
Requirasent: Flat ground to the sorth-wast. (towarda the coal). Unimovn.
ground night reveal it.
not epocified obsorvation. Purther exploration or aovereet
Priority Do (Collect coal)
having the sood_ pood_ptciaaee picizaee or Requirenent: Facing are facing north whille the to your north-waxt, and you are not close anough to Status: Not net.
your investory.
Priority 3: Hove Vest
Requirenent: ground step
grass).
Status: Ket. There ie flat ground step to the pest.
Priority Drink (fron lake)
Requirenent:
Status: Not net, lake ie not nentioned in the recent obeervations. need to find lake to fulfill this requirenent.
Priority 5: do tovards
and chase
Requirenent: ground covards
stops your north-sest
Status: Unimoon. The observation does not provide enough information sbout the torrain in the direction of the cok, You would have to explore to determine that.
Question:
player
euccoed? why?
Insver:
The player action canzot be determined successfel oz unsucesstul, from the given observations as there is 2o clear indication whether the rurnace actually placed. Houever, sentioned.
that player attempted
message signe
Question: Cboose the best executable action fron. abore.
ALsver:
The exocutable action
above Priority 3: Nove Vest, its requirenost of having flat ground step the vest is not based on the provided observatione.
samessannSStp:: 72, Casulative Revard: 0, D. You took action rest_
stone steps to your south-east
path stupa to your east
stops your north-vest
stops to your north-cast
table atepa to your south-eaat
cou 5 steps to your north-vest
You gresa at your (veat).
Your status:
bealth: 9/9
food:
drink: 6/9
energy: 7/9
inventory:
stone:
coal:
114

---

vood_p4 vood_piciase: atone, pww.pppickee pickaa::
QA
Question: Action
Anaver: Hove North
Queatiio:: List objects in the current cissevvation. For each object, breifly ansoer what rexource it provides and its regliraant.
Ansowr:
1. Stane: Provides stone resource; requirea a wood or higher-laval pickaze to collact.
2. Path: Providea ground for sovement; requizenenta.
Tree: Provides
reanurce; requires
hands callact.
Coal: Providea coal. respurcw for arelling and cooking: requiesa vood higher-lesel pickaze to collact.
6. Table: Allows crafting of higher-level tools and vespons; requires wood to craft,
6. Grazs: Provides space for roveesent;
requrtanntt.
Providea food (neat) chen killed; requizwa veagen hand kill.
Mood Pickase (luvestory): Allous collection of stone coal resourcus; zequires vood to craft.
9. Stane Pickaza (inventary): Allows cal lollaction of iron resourows; requires store to craft.
Qsestion:
taken by the playerr?
Ansow::
The leat action Laken by the player was nove_
Dreation:
For each object. in the list, the requiraeents
interaction?
Ansver:
1. Stane: Yes, the requireents are not as you have both rood piclaze and a stone bione_pickaze in your inventory.
2. Path: Yex, the regaireeents are nnt you can simply nove the path.
Tree: Yes, reqstremente are not you can use your hands to collect wood
the tree. Conl: Yes, the reguirments are net as you have both wood pickaze and a stone, pickaze in your inventory.
5. Tabla: Yes, the reguireeenta are snt ax crafting has already been done, and you can interact with the table for further
crafting,
requirasants
you ximply nove
gress.
Cow: Yea, the requireents arw nst as you can use your hands or craft wsapon to kill cov.
8. Vood Picizaze (investory): E/A, an it's already in your inventory, no fursher interaction in needed. Stane Pickaza (inventary): N/A, it's alrendy in your inventory, further interactiion is needed.
Qsestion: List top sub-tarke the player should follow. Indicate their priority out of 6.
Anaver:
Priority 4/5: Increase food cupply either killing maintaining your supply 15 vital survival.
finding food cources. You currently have 1/8 food,
2. Priority 3/5: Drinks sater to replentch thiret. You currently have 6/9 drinks, and staying well well-bydrated is inportant for waintaining optinal healthh and
levels.
3. Priority 2/5: Find or craft an axe to collect wood fron the tree nore offictently. While you can use your hands to collect sood, an axe will make the process faster and easter.
Qsestion: are requirenents for the top eub-tack? What should the player firet?
Ansver:
Bequiremente for the top sub-task (Increase food eupply by killing the cow):
Get closer to the con: It currently stope your north-uest.
Equip guitable veapon, like aword, available: Your current inventory iacludes wood_pickare and stone_pickaxe.
The player should first craft a reapon of they don't have one (e.g., vood or stone evord, which requires collecting wood crafting table). It player already has weapon, they should towards the (north-west attack st kill and collect food (acat).
and
Question: List top actions the player should take and the requirenent for each action. Choose DNLY frox. the 11st of all actions. Indicato their priority of 6.
Ansver:
1. Priority 1: Hove Borth-West (Requireneat: Flat ground in the north-vest dixection) Hove tovards the coe to get closer and be able to xill for food.
Peiority Make Wood offectively.
(Sequrenest: Hearby table; vood in inventory) Craft vood avord to astack and kill the
3. Priority 3: Nove North (Requirement: Flat ground to the north) Hove north to appreach the con it moving north-vest is
not possible due obatacles.
Priority 4: Nove Vest (Requiremen:: Flat ground the vest) Hove approach the it noving north-west not posesble due obstacies.
6. Priority 5: Do (Facing creature or naterial; have necessary tool) Attack and kill the cow oace the player is close enough and has suitable peapon. equipped.
Question: For each action the list, are the zequirexente net?
Ansper:
1. Priority 1: Nove North-Hust (Bequisemat:: Flat ground in the north-veat dizection) You, the requirament is met theze the cou located.
is flat ground tovards the north-ses: direction
Peiority 2: Make Vood Sword (Requieenct:: Mearby table; good in inventory) 30, the requirenent is not net the player doea not have sood in their investory.
3. Priority 3: Hove North (Roquirennn:: Flat ground to the north) Yes, the requirezont is net as there is flat ground to the player.
the
Peiority 4: Nove West (Raguirenen:: Flat ground to weat) Yea, the zequirement in not as there is flat ground
the vest of the player.
5. Priority 5: Du (Pacing crenture naterial; have necessary toel) - No, the requizerant is not owt us the player is not saterial does have auitable veapon for attacking
facing
Queation: Did the last player action succeed? Why? Ausver:
the last player action aucomsded. The of the playur'a poaltion, alloving the player to zove that direction.
action succeaxful there flat ground (graas) the
Queation: Choose the best executable action from above.
Acsver:
115

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The executable action Priority North-Neat, zequirezent of having ground
northrweat diraction, and brings player the cow, la current goal.
Stap 75, Conulative Rosard: You took action pore_porth.
You
stone steps to your wast
path stepa to your waat
tree 2 stepa to your norsh-veat
ateps your
table ataga to your southrwaxt
cow 4 steps to your north-veat
You graza your (sorth).
Your atatua:
bealth: 9/9
drink: 8/9
ecergy: 7/9
inventory:
aLone:
coal:
iron:
stone pickaze:
QA
Osestion:
Action
Qseation::
List objects in the current oiservation. For each objact, breifly
it pravides and its
requirenent.
Insper:
1. Stane: Procides atone rasource and reguiras a wood pickaze or batter to collact. it.
Path: resources provided, but allors
navigation without any
resource requires Provides coal resmirce, which usad fowl snalting, and requires uood pickaxe or batter to callact it.
steply any
stone,
Canl:
6. Table: No resources provided, but it enables crafting of stems and tools. Bo requirenets to use it.
Gos: Provides food (neat) defeated and requires specific any
tool suitable for defeasing it.
Qsestion: Viat vas the last action taken by the playor?
Ansver:
The
by player "nove_nerth.'
Qseation:
For each object in the list, are the requiranente not for interaction?
Ancper:
Yes, the requirezents
have both pood.ptciare and stone_pickaze pickaae your inventory.
you only noed flat ground aove, and the path offers that. 3. Tree: Yes, the requirenente are net since you can collect good with any tool or even vithout tool. You have a wood, pickate and stone_ppe pickaze, both sustable for collecting wood. Yes, requireaente
Path: Yes, requirenents
Coal:
you
both vood_pickaze
stose_piciare your invertery, shich
suitable collecting coal.
Table: Yes, the requirezente are net as you do not need any specific tool to interact with the table.
Cos: Yes, the zequirenente are uot you can defeat cou with steso_pickaxe, both cuitable for dofeating
tool, and have wood_pickaze and
Question: List top sub-tasks the player should follow. Indicate their priority out of 6.
Ancper:
Priority 4/5: Collect
and improve tools veapons, uecessary itens (e.g., craft an iron avord and pickaze).
wood,
2. Priority 5/5: Defeat the cou obtain food (seat) and zeplenish your food level, which is curreatly at 7/9.
Priority
cource
refill your level, zhich currently at 6/9.
Question: What are the requirenents for the top sub-task? What should the player firet?
Top sub-tank: Collect nore resourcea such wood, stone, coal, craft necessary items (o-g., craft an iron spord and pickaxe).
improve tools weapous, create shelier, and
Bequirenonts:
Use the wood_piciaze to collect etone,
2. Use the stone_pickaze to collect scre coul and iron.
the player should de
you see your surroundiaga (atone atupa your east, coal atepa your eaat). 2. Use the respective pickazes (pood_piciaee for stone and stone_pickaae for coal) to collect these resources.
tovarda
Question: top
player should actions. Indicato their priority out of
requirensat action. Choose ONLY frox list all
Ansver:
Priority 1: Nove East (Roguirement: Flat ground right to the agoat)
Nove
2. Peiority 2: Do (Facing stone; sock_pickaze in inventory) Collact the stone wxing the vood,piccoaz..
116

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Priorisy Nove further closer coal resourcw.
right agent)
4. Priority 4: Do (Pacing coal; sioneeeickaze in iaventozy) Collact the waing stone,piciase.
6. Priorisy 5: Hove tovards the table (Maltiple Hove actious required, Requirenent; Flat ground in the moving direction)
Pind and approwch the table to craft better tools and veagona ofter sucouaafully collectinng reaourowx.
Queation:
For each action the list, are the requirmeenta net?
Anaver:
1. Priority 1: Nove East (Raquirsmen:: Flat ground right to the agunt)
Yen, requirerent.
step player's
2. Priorisy 2: Do (Pacing atone; vook_pickaze in inventory)
No, the requiraeant is net. The player needs mose clower to the atone and face it. firat.
Peiority Hove (Raquireaet:
ground right
agent)
Yan, the requirarant. in set. There is path step to the player's waxt.
Priority (Pacing
packaaze inventory)
No, the requiratant is net. player needs move clowe to coal
Priority 5t Nove touards the table (Hiltiple More actions required, Requtrenent: Flat ground in noving direction) requirerents
player
by roving through available paths.
Oceation: Did the last player action succend? Why?
Ansowr:
player action flat ground anai lable for the player to nowe ta.
succeeded
player 9a5 facing grase
direction, there vad
Osestion:
Choose best executable
The acecutable action from the Priority 1: Hove East (Raquiremet:: ground right to agent), the requirement is net, and st. brings the player closer to valuable resources (stone and coal).
Stap 74, Commlative Rouard: 0, 0.
You took action
You ann:
grass steps to your weet
stone
path stops to your
tree stops to your north-vest table 3 steps to your nouth stops your north-vest
You fice coal at your front (east)..
status:
food: 7/9
arink: 6/9
energy: 7/9
Your inventory:
stone: 1
pickaicc
stone_ piceaeei
Question: Action
Insper: Do
Qsestion: objects current obsorvation. each object, broifly resource it providee ite requirenent.
Ansper:
Providea reaourcea, requizes toola
Stone: Provides stone, zequires sock_pickaze bester to collect.
3. Path: Provides ne resourcee, helps navigate sithout using energy.
4. Tree: Providea wood, requitea vood_pickan
bettez to collect.
Provides surface
tools and weapons, requires wood place.
Prorides food, requizes attacking killing
7. Coal: Providea ceal. to be used in fursace for smalting, requites socd_piciaze or better to collect,
8. Iron: Provides iren for crafting advanced tools and weapons, requires a stone_pickaze or better to collect.
Question: was laac
taken by the playuz?
Ansper:
The last action taken by the player was nove_anst
Question: each object list, are the zequirenente
interaction?
Ansver:
tools requized. 1. Grazs: Yea, the zequiranents are not for interaction slace there
requirweent
you
pickass stane_picken your inventory.
navigsted freely vithout using anergy- Path: Yes, requireenta are not for interaction, as patha pood_piciaze and stone sttne_pickaze in your inventory.
4. Tree: Yes, the requiresents are not for interaction as you have a
7ablw: You, the requirwents sot for interaction it has already been placed, and
it for crafting.
117

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for interaction, you attack the collect (using seapen would norw affective but not required).
zequirements
7. Coal: Yeu, the rugsiremnts are ne: for interaction sa you have piciaae and stone, pickaze in your inventory.
8. Iron: Yes, the zequiresnnts are net for interaction as have stone_piciaaee in your inventory shich is requized for collecting
Question: List top sub-tasks the player should Iollow. Indicate their priority out of 6.
Anavwr:
Collect
(Priority: B/6): Collect thelter. This essential for aurvical and prograssing further in the gans.
and wood craft better tools, vespona, and build
2. Grafs an Iron Beard (Priority: 4/6): With the irom and coal resourcea in inventory. the table and furnace This help you dafand against
affectively.
3. Find a vater source and drink (Prierity: 4/6); Your drink level is 6/9, se it is isportant to find a sater source and healthy and raintain staninn.
replanish your thirat
Question: Waat
requirenenta for the top aub-task? What should the player firat?
Anager:
The top aub-task is to collact nore rаaourowa.
Requiramets collectiing reaourtes:
Goal: Use the pickaze to mine coal from coal. blocks.
Tran: store.pickase
blacks.
Wood: Chop doen Liwes with any pickaze by hand to gather wood.
The player should first mine the coal block in front of then (ta the eaxt:) using the atone, pickare. Aftwr collecting the coal, they can proceed gather iron chop doen trees nearby for wood.
Queatiin:: List top actiions the player should take and the requirerent for each action. Chonse DNLY from the list of all actions. Indicate their priority out of
Priarity 1: Da Mine Coal
Requirement: Pacing coal block and having stoke_pickaze in the inventory.
Priority Hove Bast Approach Stone
Requirement: Flat ground to the east of the agent.
Priority Do Mine Btone
Requirenent: racing
having stoce stoce_piciaze inventory.
4. Priority 4: Hove Borth-Kect- Approach Tree
lequirenent: Flat ground the north-uest direction from agent.
6. Priority 5: Do Chop Tree (Collect Vood)
lequiroeent: Pacing tree and having any pickaxe or expty hand.
Osestion: each action
list, are the requirenente net?
Ansver:
1. Priority 1: Do Mine Coal
the requirenents
The
factng coal. block (east) and has stone_pichaxe their inventory,
2. Priority 2: Hove Bast Approach Stone
Yes, the requirenene are xet. There tlat ground to the east of the player, and the stone i8 stops away.
Mine Bot yet, the player needs to nove east firet to face the stope block. Once they do, they can use the stone_pickaze in their inventory to nize the stone.
Priority
Priority
North-kest Approach
Yee, the zequirezeate are xet. There is flat ground in the north-west direction, leading the player towards the tree.
Priorisy Chop Tree (Collect Vood)
Hot yet, the player seeds to novo north-vest fizot to face tree. Oace they do, they can use their pickazzo expty to chop the tree and collect wood.
Question: Did last player Ansver:
succeed? Why?
Yea, the last player action succested. The player vas able to nove east because there vas flat ground (grass) in that direction, alloving the player to nove without obstacles in the
Question: Choose best executable action from. above.
Ansper:
The beat azecutable action from the 1iat is Priority 1: Do Mine Coal, since the requizement net (player facing the coal block
stooo_piciaxe in their inventory).
Cusulative Revard:
You action do.
You
grasa steps your
stone steps to your east
tree 3 stepa to your nor thewaat
table 3 stepa to your south
steps your narth-owat.
You face path at your front (east).
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bealth: 9/9
food: 1/9
drink: 6/9
energy: T/9
inventory:
stone: 1
coal: 2
iron:
wood pickaze:
stone, pickkas::
QA
Oueation:
Ansowr: Move Bouth
Queatian:
List abjacta
it providea and its observatiinn each objecc, breifly
requirmmntt.
Anaver:
1. Grazs: Providea no resouz but is a Clat. ground for novement; no requitenett.
Provides
resource nized
pickaxe; requires pickaze.
Tren: Provides wood resmirce when chogped
an axs; requires an aze.
4. 7able: Allova crafting of tools and veagona; requieea wood in the inventery.
Gom: Provides food (reatores binger) shen killed; specific requireents, but veapon i8 helpful.
Path: graund anverant; requireennts.
Coul: Providea fuel. aralting and crafcing; requirea pickaze.
8. Iron: Provides iron resource when rined with stons or iron pickaze; requires a stone or iron pickaxe.
Osestion: was lass action taken by the playor?
Ansow::
The laxt action taken by the player was "da."
Qseation: For object
requirmeents
Ansvwr:
1. Grass: Yes, the requirenente are zet for interaction as there are no specificc requirennts to interact with grare. invwntory.
2. Stane: Yex, the requiraants
asnon have stone, piickaee Tree: No, the requirenente are not you nood an axe,
you currently don't have in your inventory.
4. Table:
Yes, the requirezents are zet for interacting with the table since you have wood and stone in your inventory to craft tanla or seapons if naaded.
Cos:: Yee, the requiremente
for interacting with
interact with path although haring veapon could nake are speciaic requirenents interacticn.
Path: Yes,
reguiresente Cawl: Yea, the reguirmaets are set ainow you have stone, pickase in your inventory.
B. Iron: Yee, the requirenente are net you have stone_ pickate in your investory.
Question: List top sub-tasie the player should follow. Indicate their pricrity out
Ansper:
1. Priority 4/5: Graft an iron pickaze and iron avord using the iron, coal, and table. This will allow you to nine dianonde defend yoursolf effectively against
2. Priority 3/5: Find source of water and drink to restore your thirst. Keep an eye out for lake or river while exploring.
Peiority 2/5: Locate and chop down a to collect wood so you can expand your sheltor, craft nore tools, and build bridges to cross water cources. You'l '1l need an axe to chop uood afficiently.
Question: What
requirenents for the top sub-task? What should the player firet?
Ansver:
Requirenente for the top sub-task (Craft an iron pickaae and iron evord):
1. Iron (already in inventory)
Coal (aiready in iaventory)
Hearby table (3 steps to the couth)
Vhat chould the player do firet:
steps to the Use the table to craft an iron pickaze and an irom sword using the irom and coal in the inventory.
get clese the table.
Question: List top actions the player should take and the requirenent for each action. Choose DRLY frox the list of all
Indicate their priority of
Ansver:
1. Priority 1: Nove Bouth (Roquirasen:: Flat ground below the agant) Approach the table.
2. Priority 2: Hove South (Roquiremen:: Flat ground below the agent) Consimue noving tovards the table.
Peiority Nove
(Regsiraant: ground below agant) Reach the table.
Peiority 4: Make Iron Pickaae (Requirenent: Hearby table, furnace; 2ood, coal, iron in inventory) Craft the pickaze.
B. Priority 5: Make Iron Bword (Requizenwat: Hearby table, furnace; vood, coal, iron in inventory) Craft the iron avord.
Question: For each action the l1st, are the requirencnte nct?
Ansver:
1. Priority 1: Nove South Yes, the zequirenent (Flat ground bolow the agent) is net as there is 20 obstacle menticned
balov agent.
Peiority 2: Nove South Yea, the regairemnt (Flat ground below the agant) aet as the agent will have noved south
the previous stop and there is no obstacle noutioned between the agent and the table.
3. Peiority 3: Nove South Yea, the ruguirmeent (Flat ground below the agent) is net the will have noved south in position.
the pravioua steps and the table is nentiosed be stopa south from Peiority 4: Make Iron Pickaxo
uaclear the requireenn: (Fearby rable, furnace; wood, coal, iron inventory)
fully nst, as the agent has nearby table and the recessary naterials (coal, iroa) in the inventory, but the preseace of furnace is not zontioned in the observations. Priarity Nake Tron
unclear the requirmeet (learhy table, furnace; wood, coul, from inventory) fully swt, ss the agent has nearby table the necussary sateriala (coal, irm)) in the inventory, but the presence of furnace is not nentioned in the observatioss.
Similar the prwvima
Queatian: Did the lest player action succeed? Why?
119

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Ansoor:
Yex, the last player action aucomeded. The player vas abla to uae "da" action to collect coal because they were facing the coul and had the uecessury toola in their inventory (sood_pickeze or pickkai) to nine it. As a reault, their investory now shows 2 coal instead of 1.
Question: Choose best executable action Irom: above.
Ansper:
The beat wzecutable action from above is Priority 1: Nove Bouth, na Ltx requirement: (Flat ground beloww the agent) net and obstacle restioned below the agent, This action bring the agent closez the table.
Comllative Revards
You Look action aove,
You staga your aouthreast
path atepa to your
trae steps to your northequst
table 2 stepa to your south
steps your north-vest
You fuce grasa at your front (south).
bealth: 9/9
food: 1/9
drink: 8/9
energy:
Your incentory:
iron:
pac__piciaaee
stone pickaze:
Qsestion: Action
Anager: West
Queatian:
List objects in the current oiservation. each object, brwifly anszer what resource it pravides and 1ta
requirenens.
Ansper:
Stone: Provides
resourco; requires vood or stone pickaze to collect.
2. Path: No resources provided; no requirenent.
3. Tree: Provides wood resource; requires sood or stone pickaze to collect.
Table: Crarting
the inventory to requires epecific requiresent to interact with. Prozides food when deteated;
6. Graen: Noo resources provided; no requireamt,
Qsestion: Vhat
last action taken the player?
Ansver:
The last action taken by the player was nove_south.
Question: For each object the
the requirezeate
intoraction?
Ansper:
1. Stane: Yes, the requirezente are zet for interaction as you have both a wood and stone pickaze in your inventory.
2.
Path: Yes, the zequirenente are net for interaction as there are no specific requirennns needed.
Tree: Yee, requirenente
for interaction you requirexente are xet for interaction as you have crafting.
both woed and pictare your inventory. close enough for specific requirennta needed.
Table: Yes,
your inventory
6. Cos: Yee, the requirenente are met for interaction as there are no specific requirenents needed to interact with a cou. for interaction
requirezents
Question:
List top sub-tarke the player should follow, Indicate their priority out of 5.
Ansver:
(Priorsty: 6/6): includes cellecting woed, and iron continue crafting useful Collect weapons,
building chelters.
2. Improve food and driak levels (Priority: 6/5): Approach the cow and defeat it to obtain food, and look for water cource your food drink levels.
to
3. Grafe better tools and weapens (Priority: 3/6): Use the nearty table to craft more advanced tools and veapons, such as an iros pickaze, unhance ability to colluct resources and defund yourself against zomsters.
Question:
requirenents for the top eub-tack? What the player fizet?
Ansver:
Bequirenents for the sub-task (Collect more resources):
to resource locations: Approuch the
wood, atome or Iron for mising.
2. Use appropriate tools; kood_pickaze for mining stone, srcsk_pickaxe for sining iron.
S. Prwe inventory space: Ensure that there is anough space in the inventory collact new resources.
The player sbould nove tovards the tree to collect nore wood. this, nove three staps to north-veat chore the tiwe is located.
Queation: top actlons. Indicate their priority out of E.
player
requiranent for
Chanse DRLY fros all
Ansver:
Priarity Nove Vest. (Raguireeen:: Plat ground to the sast:: Hove the veat, to cloaer to the
120

---

Peiorisy Nove (Beqsirennt:: ground north): Hove step the position yourself
to tree.
3. Priority 3 Move North (Bequiranatt: Flat ground to the north): Hove one more step to the north, renching the trew and getting ready to collect wood.
neterial; have necessary tool): : Collect wond from using your 6. Priority 5 Nove Vest (Requiranent: Flat ground to the vest): Hove one step to the vest towards the stone, proparting foz mining.
Priority De (Bequiraeent: Facing
wood, pichaze.
Queation: For each action in the list, are the regeireeents net??
Ansver:
1. Priority 1- Xove Vest (Raquiranen:: Flat ground to the vest): Yes, the requizement is net us there is graaa one
Priarity 2- Nove (Baquirament: Flat ground to north); Yea, there path onw step to the north, fulfilling
the requirerent.
S. Priority 3 Nove North (taquireeent:: Flat ground to the north): Thix cannot be confirmed yet, Ax the nect will there flat ground
Peiority Do (Bequirezent: Facing creature or naterial; have necessary tool): This cannot be confireed yut, need
to varify if the player will be directly facing the tree after noving north. The player has the neceusary tool wood_pickaze.
Priority
confirmed yet, nore stepe caken bafore datarsining whather there la flat ground to the weat.
(llegurement: ground
Qrestion: Did the last player action succeedy Why?
Anaver:
Yea, the last player action aouth) aucoeeded becauze Lherw was flat ground (grans) in direction the action nouth), alloving the player so nove there.
Osestion: Choose best executable action froz. above.
Ansver:
The hest asecatable act.ion from the list above la Priority Noow Sext, since it. has nat its requirment with flat ground (grass) to the
saeesseenStap:: 77, Comllative Revard: 0.0 You took action 2ose_pest.
You san:
stone ctops your south-east
path steps your eass
trae stepu to your northrewet.
table 3 steps to your south-east
cow steps your north-vest
You face gress at your front (peet).
Your statue:
bealth:
food: 6/9
drink: 6/9
energy: 1/9
Your inventory:
stone: 1
coal:
iron:
good_ piciase:
stone_pickaazo
QA
Usestion: Action
Ansper:
Move South
Question:
List objects in current obsorvation. each object, broifly ancver shat resource it provides and itc requirenens.
Ansver:
Provides
resource; requires
iron
collect.
Path: Provides easy noverent; no requirenent to interact.
8. Tree: Provides vood resource; requires wood or stone axe to collect.
4. Table: Provides crafting platform; no requirenent to interact.
vhen defeated; zequirea veagon (wood, stone, avord) defeat. Gress: Provides no resource; no requirement interact.
Providea food
Queation: Vhat was the last action taken the player?
Ansper:
The last action taisca by player vas nove_weet.
Question: For each object in the list, are the zequirezente net for interaction?
Stane: Yea, requirement nut; you
scons_pickeze in your inveatory.
2. Path: Yes, zequirenents set; no interaction needed, and you can continue zoving.
8. Tree: No, requizeeenta not owt; you need a wood or stone to collect wood, but you don't have one in your inventory.
Table: Yea, requirennna
you interact with table crafting parposea. No, requirenett not nct; you noed weapos (wood, stone, oz iron aword) defeat the coe, but you don't one in your inventory.
6. Graas: Yea, requirementa not; interaction needed, and
continue noving.
Queation: List top aub-tuaka the player should follow. Indicate their priority out
Ansver:
1. Craft (wood, stone, or iron sword) to defwet the and obtain food. Priority: 5/5. Priority: 4/5.
Collact wood from. by crafting woed
121

---

Move closer
and for crafting. Priority: 3/5.
Question: Vaat ace the requireeett for the top aub-task? What should the player do fisat?
Ansper:
Top sub-task:: Graft veapon stone, iron award) to defent the and food.
Beguiresents:
Vond aword: Nearby table and vood in inventory.
Stane averd: Hearby table, and in inventery.
Iron sword: Nearby tabln, furnace, wood, coal, and tron in inventory.
Blace the player has vood, atone, coul, and iron in their lnventory. they can craft an irom sword.
First, the player should move closer the table (novw aoutireaat) and uae for crafting the Iron aword (nake,iros, aword action).
Queation: top
player should and requitenent for each action. Choose ONLY frox the list all actions. Indicate their priority out of
Anager:
1. Priority 1: Nove Bouth-East wnww_aouth_onan
Bequireent:: Flat ground southrmun to the agentt.
Priority
South-East (nove, nouth enat)
Requirenent: ground south-esat the agent after completing the
firat action.
8. Priority 3: Nake Iron Bward (aika_iroe, Laoe__roo__aaart aword)
Repuieeent:: Hoarby table, furmane; wood, coal, and iron in inventory.
Priority 4: Nove North-Kest (nove norrenooth_hro veet)
Requirenent: Flat ground north-west the after crafting the iron
Priority Du (do) using the iron avord to attack
Requireman:: Facing the cou having the fron aword the
inventary.
Osestion: each action list, are the requirezente net?
Ansowr:
5. Priority 1: Nove South-East (nove, south, anat) Yea, there in flat ground in the aouthresat direction of the agent.
Priority 2: Hove South-Last (nove_ routh_east) Cannot determine at this ronest, this depends the resulta the action,
previous
still flat ground
complating
requirenen
be net.
3. Priority 3: Hake Iron Boord (nake www.trrrooorddddeo sword) Yes, the agent has table nearby to the south-east, the agent has the required msteriale (wood, casl, and iron) is the inventory, and prasurably there will be furnace nearby after moving south-cast.
completing firet too actione
Priority 4: Nove Borth-kest (nove, north, north__eet) peat) Cannot determine at this ronest, this depends on the results of the prezions actions. If there is a flat ground in the north diraction of the agent after crafting the tran aword, then requirenent
Priority Do (do) using
noment, as depende the reaults of the pravinus actions. If the agent is facing the cau after crafting the iran suord and nowing north-sest, the requirenent 9ill be net, the agent will have the iron evord in their investory.
svord
deberxine
Question: last player action succoed? Why?
Ansper:
Yes, the last player action, nove, weet, esccended because there war flat ground (graze) to the west of the player's pocition, alloving
that direction.
Qseation: Choose the best executable action from above.
Anzper:
The executable action fron the above Priority 1: Nove Bouth-East aoove_eout__on besause requirenents curreatly zot: there flat ground in south-oast direction the agent.
Sewe 78, Cunulative Revard: 0,0 You took action xore, _ootth.
You
stone steps your south-east
path 2 steps to your north-east tree 4 stops to your north-vest
table ateps your south-east
cou steps to your north-vest
You face grass as your front (south).
statue:
health: 9/9
food: 6/9
6/9
energy: 7/9
Your inventory:
coal:
iron:
poo__piciaae:
pickase:
QA
Question: Action
Ansowe:
Question: List objecta in the current observation. For each object, breifly ansver what resource it providea and ita zeglirement.
Stame:
Resource it provides: Scone blocks for crafsing tools and building structures.
Requi reeent: Stone pickwoe for collacting.
122

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Path:
Resnurcw providex: Fasy navigasion noverwnt. throughout gana.
Sequiteeent: No specific requicement..
Tree:
Resource provides: Mood crafting Lools, veagana, building structurea.
Requizesett: Food or better pickaze for collecting.
Table:
Resource providen dex: Crafting surface for creating different tools itens.
Requireeent: Food (for crafting the table initially) and prosixity to the table to craft itars.
Reanurce provides: Food (nwat) rextore health hunger.
:equisenent: A seapon (e.g.. aword) to defeat the cos and collect ita seat.
Resouzce provides: Space building atructures and planting cropa. Requi renent:: No specific reqsirment.
Osestion:
player?
Ansow::
The leat action caken by the player was nove_aouts.
Dueation: For object
requirmeents interaction?
1. Stane:
Requi requite met: Yeu, have pickaap in inventory, shich is aufficiant for coll mollecting atone.
Path:
Requi recents sel: Yes, there arw no specific requirmeents to interact. with path, and you can navigase eaxily on St.
Requi rements net: Yex, you have wood pickase your inventary, aufficient for collactinn wood from trae.
4. 7able:
Requirenests Yes, you have proxinity the table stope southeast). You can craft itone using table.
5. Con::
Requirenents Bo,
have sword inventory defeat and collect
Requirenents zet: Yes, theree are no specific requirezente to interact wish grase, and you can build scructures or plant
Qsestion: List top sub-tarke the player should follow. Indicate their priority out of
Ansver:
Craft weapon .
sword) dofeat
collect food.
Priority: 3/5
Collect more wood and stone, they are eseential for crafting various tools and structures.
Priority: 4/b
3. Locate vater ccurce to drick froz. and replenich your drink meter. Priority: 3/5
Question:
requizenents for the top sub-tack? What the player
Insver:
Bequirements for the sub-task (Craft weapon to defeat the con and collect food):
Wood
weapon (wood spord weapon
evard)
crafting
Vhat chould the player do firet:
Siace the player already sufficient
in inventory, should first approach crafting table stone svoed) using the naterials their
steps to south-east) and thon craft weapon (eithor investory.
Question:
requirenent action. Choose OELY 1ist all
actions. Indicato their priority out
Ansper:
1. Nove East (Petority 1): Requirement Flat ground right to the agent.
(Peinrity Reguiraaut
right
agent.
Stose (Priority 3): Requirement Hearby table; good, stome inventory.
4. Hove Kest (Priority 4): Requirenent Flat ground left to the agent.
B. Nove Neat (Peiority 5): Raguiresent Flat ground left to the agent.
Question:
action
11st, are the zequirenente nct?
Ansver:
1. Nove East (Petority 1): Requirement Flat ground right to the agent. (YES, path is stops to the north-east)
agent. (YE8, Blose (Priority 3): Requirement Hearby table; sood, stome inventory.
(Prinrity Regsiremnt
right
staps north-waat)
wood 4. Hove Kest (Priority 4): Requirenent Flat ground left to the agent. (YES, the previous step indicates grass to the pest) the awat)
the investory)
5. Move Neat (Peiority 5): Raguirmeent Flat ground lwft to the agent. (VES, the prosious stop indicatas
Question:
last player action succoed? Why?
Anaver:
Yea, the last playez action sourh) succeeded because there flat ground (grans) in the direction the player noved,
the requirerent for soving
Question: Choose the best executable action from, above.
Ansow::
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The executable action "Nove (Prierity requiremut with path ateps north-waxt.
agent
Stap Canulative You took action 207e_0ast.
You
grass steps to your west
stone steps to your southreant
troe stepa to your south
staps your
You Face path at your frons (east).
food: 6/9
drink: 6/9
energy:
Your inventory:
iron:
goad pickaze:
stone, pickazw:
Qoeation: Actionn
Anaver: South
Quention: objects current ciservation. each object, brwifly rwaource pravides
Ansuw:: requiremens.
Resource provides: Mone
Requiraeent: None
Rexourcs provides:
Requirement: Stone Picitaane or higher to collect
Recource it provides: Mone
Requiresent: Mone
Recource provides: Wood
Requirenent: Wood Pickaae oz higher to collect
Resource it provides: Crafting station
Requirement: Mone
Resource provides: Food
Roquirenent: Defeat the Cow for food
Osestion:
player?
Ansper:
The last action taisen by the player was nove_cast.
Question: object list, are zequirencate interaction?
Insper:
1. Grass:
Requirenents you interact with grass with tools requiraxeats.
Stone:
Requirenents net: Yee, have Srone Pickaze your investory, chich is sustable for collecting stone.
Requirenents net: Yee, you can interact with a path without any spectric requirenents or tools.
Tree: Roguirenents Yee, you
your investory,
for collecting treo.
6. Table:
Requiresntt you
table craft long you necessary your
investory.
6. Cow: Sequiresants in your inventory canior. Hovever, you still atteapt defeat
interact
defeating you don't currently veapon (1.0., weapos.
Question:
List sub-taska the player should follow. Indicate their priority out of S.
Graft veapon Stons Boord) defand against aomaters Priority: 5/3
nore easily.
124

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Collect iron the Pickase upgrade your and seapona, building vateriala.
Priority: 4/5
Gather wood from. uaing Pickaze you snough crafting building. Priority: 3/5
Queation:: What. the requirmeenta for: the top aubrtask? What. ahould the player firat?
Acsver:
Por the top sab-task "Craft uwagon (Tron Sword Stone Swordd
Bequirenents:
nearty
necessary eeaourowa inventory (wood stons
Buord, wood, coul, iron Trom Bwcrd)
Sinow the player ready has table the south, necwsanry rexourcea for Stone Sward, and furnace not inventory, which
Bword:
The player should do the fallowing firat: Nova to the table (nove south) and craft, a Stone Sword (nake, atooe, award).
Osestion: top
player actionn. Indicate their priorisy out 5.
requirenent
Ansver:
Priority 1: Hove South Requiraeet::
agent.
2. Priority 2: Make Stome Sword
Requireeent: Hearby table; wood, stone in inventory.
Priority Hove Vest: (zouards the coo)
Requirmentt: Flat ground left to the agent.
Priority
reachable)
Requiranent: ground laft to agent.
5. Priorisy St Do (attack the cou for food) Roquirenent: Facing CoR; have reapon
Queation: For each action in the list, are the rageirweens nat?
Ansper:
Priority
Requiranant: ground
agent.
Status:
Requirement net.
Priority
Requirenent: Mearby table; wood, stone in inventory.
Statue: legusreeent net (table step to the nouth, wond_pickars and stone in inventory).
Priority
Requirement: Plat ground left to the agent.
Status: Canmot confirn (cow is not directly weet; would zequire noving northvest).
Peiority
tovards
reachablo)
Requirenent: Flat ground left to the agent.
Status: Cannot contirn (saze 185ee ar Priority 3).
Priority
Requirenent: Pacing the cow: have weapon (Stone Spord).
Status: Requirenents not xet (player nceds to create Stone Sword and reach the cou).
Osestion:
player
Why?
Ansper:
Yes, the last player action (nove_cast) eacceeded because there flat ground (path) to the east, alloving the player that directica.
Qsestion: Choose the best executable action from. abore.
Ansver:
The exocutable action from above Priority South, because its requirenent agent
samenssnnSSgg:: 80, Qunulative D.D You took action sout_
You
grass steps your pest
stone ateps to your south-east
path steps to your north
stepa your
You face table at your front (south),
food: 6/9
drink: 6/9
energy:
Your inventory:
atone:
coal:
125

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sionepicckas::
QA
Queation:
Movo Bouth
Question: db abjecta
olssevattion each objact, breifly it provides and its
regeirmentt
Anaver:
Graza:
providex: dirwatly, replaced objects.
Requiremet:: None.
2. Stane:
veapana, building Requirenent: Brone Pickaze or higher-tior pickaze collact.
providea: natarial
3. Path:
provides: directly,
rement: None.
Tree:
providex: Wand crafting veapona, and huilding Requisemet:: Pickaxe or higher-Lier pickaze collect.
5. 7ablw:
provides: Crafting
toole zeapone.
Requireeent: rement: Hood in inventory and an lable space to place.
Your (not Health,
useful informstion):
Energy
Inventory
Osestion: Vest waz the last action taken the playor?
Ansoer:
The
by player vas nove_south.
Qseation: For each objact in the list, are the ragsirmeens net. for intaraction?
Ansper:
Requi remant:
Are requiremente not? Yes.
Stone:
Sequirenent: Stone Pickaze or higher-tior pickare to collect. Are requireenne net? Yeu, you have Stone Piciaaze in your inventory.
Requirenent: None.
Are requirenente net? Yes.
Tree:
Bequirenest: Hood Pickaxe or higher-tier pickaze to collect. Are requiremente not? Yea, have Wood Piciaaee in your inventory.
Sequirenent:: Wood in inventory and an available space to place.
Arre requirenente not? The tabie is already placed, and you have Vood Pickaze collect zoze good if needed.
Osestion:
player
priority
Ansper:
1. Collect nore sood froa the Tree (Priority: 4/8)
You Hood
and
crafting additional tools
2. Collect nore Stone from the Stone source (Priorsty: 4/6)
with the Stone Pickaae in Inventory, collecting more stome will allow crafting and upgrading tools and veapons.
Replenteh
(Priorsty:
You have 6/9 Food and 6/9 Drisk, so consider finding vater source to drink and searching for food (auch as fruite or animals) to paiatain your energy levels.
Hote: These priorities (E/S priority), but these are important to progress in the gane.
being highest priority. Your current situation have any urgeat taska
Question:
requirenenta for top sub-task? what should player firat?
Ansper:
The top aubrtask in to collect nore wood from the Tree.
Requiranenta collectiing
Pickaze (already your inventory)
Slnoe already have Rood Pickuse inventory, the firse atep the player should do la:
rovards tree by noving stops Once you front the tree, sood.
top actions. Indicate their priority out
player
requiranent
DRLY
Ansver:
Priarity 1: Nove South (Action: Nov South)
Reguireeent:: Flat ground below the
Peiority Move (Action: South) Requirenstt: Flat ground below apent.
126

---

Peiority Nove (Action: Nove South) :equirezent: Flat ground beloe the agent.
Priority 4: Callactt Wood (Action:: Do) Requirenent: Faccing the trew and have necussrry tool (Wood Pickase) the investory.
6. Priority 5: Make Vood Boord (Aczion: Nake Nood Sword) Requirenent:
Nearby table and wood in invencory.
Queation: For each action the list, are the zequirazents DeL? Ansper:
1. Priority 1: Nove Bouth (Action: Nove South) Requieeeent: Flat groun belov the agent. Requirmment Met: Yea Peiority Nove
South) Bequirennnt: Flat ground below the agent. Requireannt Mut: Cannot deternined, as oe can't zen what is balow the agent after moving nouth in the firat action.
(Action:
5. Priority 3: Nove Bouth (Action; Nove South) Requireennt: Flat ground belov the agent. Requireennt Ket: Gannot be deternined, as can't see what is below the agent after noving nouth in the previous actiona. Wood
Priarity 4: inventary. Requireent Net: Partially. The player haz
Bo) Requi requireent:: Facing
Pickase) the Pickaow in the inventory, but they's 'rw not currently
and
neceasary
fncing the tree - they're facing table.
5. Priarity 5t Make Vond fword (Actions Naka Kood Sward) Requirenent: Nearby table and wnnd in intwrtory. Requ rwewett Mat:
the inventory.
Queation:: Did the laxt player action auccend? Why?
Ansowe:
Yes, player action south) succended because
obstacle hindrance in path, player enough energy to parfors the action. The player noved cleser to the tabla, which in now front ther (nouth).
Qcestion: Choose the best executable action from above.
Ansver:
The best wzecatable action from the gives 1ist is Priority 1: Novw South (Action: Move Bouth), as requiaement flat. ground below the agent 38 met.
Stap: B1, Commlative Bouard: 0, 0.0eeeneaan. You took action x07e_couth.
You 200:
grans steps to your veet
stone staps to your southreast:
path stops to your north
tree steps to your south
You table your (eouth).
atatus:
bealth: 9/9
food: 6/9
drink:
energy: 7/9
inventory:
stone:
coal:
iron:
pickase::
stone_pickare:
QA
Qsestion: Action
Amsver: Stone Spord
Question: List objects in the current obsorvation. For each object, broifly ansver what resource it provides and its requirement.
Ansver:
1. Grass: It provides fibers for crafting. Requicmmats:: Out or pluck the grase using hands oz tocls.
2. Stone:
It provides nateriale for crafting tools and building structures. Requirenente: Collect using pickaze break with tool,
pichaze.
Path:
provides convenicat susface valk on direction guide. Requirenents: Bone, it is verrain feature.
4. Tree: It provider rood for crafting tools, weapons, and furnituro. Sequirenests: Chop down using an axe or cut with cool, such as vood stone ax.
Qsestion: was last action taken by the player?
Ansper:
The last action vakee by the player was "nove_eoutb."
Question:
For each object in the list, are the zequirexente net for interaction?
Ansper:
1. Grazs: Yea, the requiranent are sut, you can interact with grasa using handa or tools have available, auch pood_pi
Stone: Yes, reguirexente are iet, as you have stone srose_pickaze in your inventory which be used collect stone.
B. Path: Yea, the zuquitesena are aus, as there are no zequiresnta to interact with the path. You can simply walk on it.
4. Tree: No, the zequirennnts are not not, you do not have an axe in inventory to chop doea the tree. You sould need
for
Question: List top sub-tasks the player should follow. Indicate their priority out of 6.
Ansvee:
Priority 5: Graft
cutting by first crafting table and using available naterials (wood, stane) to create an axo. This alloy you to collect noxe wood for crafting and building parposes.
2. Priority 4: Collect more stose using your stone_pickaze to have enough resources for feture crafting and building projecta,
making atrangar veapons shalter.
3. Priority 3: Replenish your drink and food levels by finding a sater source (e.g., lake) to drink fros, and search for food sourcsa (wach fruita, vegetables or hunt aninala) anaure that you swintain aufficien snargy and bealth.
127

---

Question: Vhat requirenenta for the top aub-task? What should player firat?
Ansowr:
For the top aubrtask of crafting an axe, the requizennnaa arw:
placed atous (dapending on type of being crafted) inventory. Baving aufficient
3. Accessing the table to create the aze.
Biace the player already
table front
they should parfora the following stepa:
1. Approach the table.
2. Dse the resourcea in the inventory (wood und/or atons) to craft axe.
But first, player nust agproach the tabla by interacting with it, which can done by atanding naxt facing it.
Queation: top actions. Indicate their priority out
player
requiterent
action. Choose ONLY frox list all
Anager:
Pron the 1ist of all actions, these are the top actiona the player should prioritize:
Priority 1: Make
(Requirenntt: Hearby table; wood atone inventary)
2. Peiority 2: Collect nore Wood (Requireent:: Vaze Stone Ase or Kood Asa]
Priority 3: Hake Vood Sword Stone Sword (Beguirenent:: Nearby table; wood and/or stone inventory)
Priority Pollect
(Requirment:: Pickaze)
Pickaze)
Iron (Requirasent:
Theae priorities snaurw that the crafta the capabsiitiee gaze.
toola, gathera resоsroиa, and snbancex their defemnive
Queatiion: For each action in the list, are the raguiresents net??
Ansper:
player
provided inventary,
requirarents:
1. Make Stoce Ase
Requirasent: Yearby table; uood and atone inventory
Status: not (player
stone
actions)
2. Collact nore Wood
Bequirenent: Nake
Wood lize
Status: (player
axee,
contain crafting)
3. Make Wood. Spord or Stone Beord
lequirenent: Yearby table; uood and/or stone taventory
Status:
(player has table nearby inventory)
4. Collect nore Stone
Bequirenent: Make Stome
Status: (player stone pickaxe inventory)
6. Collect Iron
:equirenent: Nake Stone
Status: (player atone pickaze inventory)
Anong the listed actions, actions 3, 6, and 5 have their requirenente net, Hoverver, 1t is important to note that the collection.
original 1ist acticas
include
Osestion: Uid the last player action succeedy Why? Ansper:
sabiguous whether last
identical. nove_eouth action any the player's position game they reached their desized Location.
eucceeded
observations stop
Question:
best executable fros.
Ansver!
Based on the not requiremente from the 11st of actions above, the best executable action for the player now 15:
Stone Soord
(Roquirenet:: Hearby table;
etone imventory)
Stmen 82, Cunulative O. You took action balle_ettae_peerdd
You
grass steps your pest
stone ateps to your south-east
path steps to your north
stepa your
You face table at your front (south),
health:
food: 6/9
drink: 6/9
energy:
Your inventory:
atone:
coal:
128

---

sione,iickase:
QA
Queatiin:
already crafted Movo Nest
Question: db objecta
olseevattion each objact, breifly it provides and its
regeirmentt.
Anaver: :
1. Graza
Requireaant:
2. Stane provided; (needed
нesposs, furnacs)
Requiresant: Stone pickaxe or bettez
3. Path provided:
Requiraeent:
Tree provided: Wood
veapons,
Requirasant: pickase better
5. 7able
Resource provided: crafting
respone
Requirezent: to build and place
for the
Resource provided: Ability to collect wood and atose Requirerent: Wand craft
Stone Pickaze:
Rexource provided: Abilisy to collact iron and better raterials
Requirement: Stone craft
Resource provided: Poel for enelting irem lequirenent: Wood
better collect
Iron
Resource provided: Used to craft stronger toole and weapons
Requirenent: Stone
collect and smelt
10. Stone Seord (neely crafted)
Resource provided: Enbanced weapon to defead againct nonstere
lequurenent:: Stone
Question: Veat vas the last action taken by the playor?
Insper:
The
by player "nako_etoso_sword.
Osestion: For each object in the Liet, are the requirezente net for interaction?
Ansper:
Grase
requirenent:
Bequireneuts net: Yea
Interaction requironont: Stone pickaze better collect Requirenents net: Yee (player has stoco_pickaxe in their inventory)
Interaction requirenent: Sequiresents net: Yea
Interaction requironont: pickaze better collect Requirenents net: Yea (player has wood_pickaxe in their itventory)
Table
Interaction requirenont:
place
Sequiresenta nec: Yea, the table is already placed
player's inventory:
Vood Pickazo
Interaction requizement: Reud to craft
Sequiresenta
T. Stome Pickase:
Tateraction requizenent: Brons to craft
Requiraeanta
pickaze already crafted
Coal
Interaction requi repent: Kond pickase better collact
Reguirasanta Yea (player piok_pickace their inventory)
129

---

Tateraction requitement: Blone pickaze and furnace to collect and ssalt Requiresents net: Yea, player has stoke_pickaze and furnace placessnnt available
10. Scane Svord (nwsly crafted)
Interaction requirezent: Stone to craft
Ruquirenents net: Yea, the stone sword is already crafted
Queation: List top aubstanko the player should follow. Indicabe their priority out
Ansver:
1. Priority 4/5: Collect more resources
Subrtask:
ieprove player'a inventory prepared crafting additionnl help playee advance and better equipped to handle aay threata.
tools, инspork, or atructursa.
2. Priority 5/5: Reators food and drink lecala Bab-task:
food (auch honting aninela foreging planta) and (auch drinking from koup player's and drink levela austaimable. Naintaining proper food drink levela is crucial for the player's aurrival.
Priority Explore surrounding Bab-taak: Inveatigaat anviroment to valuable resoursws, potential abeltar locations, and datact any possible threata. Esploring the area can yield nay ipporinitiia for resoures gathering, maintaining acendy food supply. discovering interesting locations.
Question:
raquiremnna for the top aubrtask? What should the player firat?
Ansver:
Top sub-tanle: Collect norw reacurcea.
Requiraments:
1. Utiliize appropriate toola (vood_ pickaze, stone, atons_piccksse pickese) to afficiently collect. resources.
Identify the location resources (sood fron
frox rocks, and fron iron oree) eevironsent.
the player should first:
1. idencify the nearest resource locations by obeerving the surroundigg..
the wood, pickace for 2. Move tovards the resouree location and use the correct tool for the spacific razource
the stone_ptciaze 3. Contimuounly keep an ege on the enviromment for now resource locations or potential threate while gathering.
collecting
collecting stone iron).
Qsestion: List
should and requirenent Indicate their priority
action. Choose OELY frox the all
Ansowr:
1. Priority 1: Hove tovards resource location (Action; Hove Vest, East, North, South)
Requirenent: Flat ground in direction the
2. Priority 2: Collect 'lood (Action: Do)
lequirezent: Pacing tree and have the wood, pteisaee in inventory.
Priority Requirezent: Pacing stone block and have the stone, pickaze in investory.
Priority 4: Collect Iron (Action: De)
Requirezent: Facing iron
the stone_pickaze in inventory.
6. Priority 5: Sleep (Action: Sleep)
Requirezent:
level is below
Osestion: For each action in the List, are the requirezente net?
Ansper:
Priority 1: Hove
location (Action: Hove ressurce.
North, South)
Requirenent: ground
direction
Yes, the requiresent is aet. There is grass 1 stop to the vest, path step to the north, and tzee steps to the south, shich all indicate flat ground in those directions.
Priority 2: Wood (Action: Do)
Requirenent: Pacing tree and have the good_ptcians in inventory.
To, the zequirexent is not net. Although the player has vood_piciaze in Inventory, they are not facing tree.
Priority
Requiresaat: Facing stone block and have the coosepiciazz in inveatory.
fo, the requirezent is not net. Although the player has stone_piciaze in inventory, they are not facing stone block.
Peiority
(Action:
Requirenent: Facing an iron are block and have the stonc_pickare in inventory.
Eo, the zequiranen is not set. The player has stone_pickase in inventary, but are not facing an ixoa block.
Priority Sleep (Action: Slocp)
Sequiresant: Energy level is below saxima.
Yes, the requiresent is met. The player's
7/9, which is below maximun.
Question: last player action aucceed? Why?
Ansper:
It unclear whather the last player action auccended or not, the observation provided after the action dowan's 't abow the player the zequiranenta by having nearby table and
player's investory. sufficient resources.
Question: Choose the best executable action Iroz. above.
The abecutable action the above Priority i: Novw Louarda zeaouros location. player chocas one of the directious; Hove Vest, Hove East, Move North, or Move Bouth that will being thex rovardo a resource location, there in flat ground in those dirwations, and the requirerent. in
130

---

Stap: 85, Canolative Revard: 0,0
You took action xove_vest.
You a08:
stone steps to your south-east
path atepa to your norshrwaxt
atepa your norch-weat.
table staps to your aouthreast.
You face grasa at your front (veat)..
bealth: 9/9
food: 8/9
5/0
esergy:
Your inventory:
iron:
pickaze:
pickaze:
Ocestion: Action
Ansow::
Sleep
Queatiion: List objects in the current oiservationn For each object, breifly asscer what rwsource it provides and it
Secource provides: Stone is used for crafting stone tools and building stracturee. requireeent: wood pickaze to collact it.
Path: Resouree it. providex: Providex aasier novwsent and navigstion.
Sequirenent: Hone.
Resource provides: Wood for crafting toole, reapone, and building structures. required, but would make efticient.
kequirenent:
Table:
Sesourcee st provides: Enables crafsing of toole, peapone, and other steme. your inveatory.
Requirenent: Flacing
Graen:
Resouzce provides: Can be used for crafting creating path.
sequirenent: Hone.
Boto that in the neet recent obsorvation, you do not see eaplinge, coss, water sources, OF monsters.
Question: What
last taken the playor?
Ansver:
The last action taksen by the player was nove_vert.
Qsestion: For each object
the
interaction?
Ansver:
1. Stone:
Bequirenent: A wood pickazee to collect st.
requireenta Yea, you have vooi_piciaxe your inventory.
Path:
Bequizenent: Hone.
requireentt
roquirenents nooded interact
Tree:
Sequizenest: No epocific tool is required, but are would make it nore efficient. requireeent
you interact
without specific tool, but having would be
Table:
Sequizeeent: Flacing it zequirea wood in inventory.
requirennnta by crafting tools respone
applicable this you already table environmon.. zesources your investory.
6. Grass:
Requirerent: None.
requirementa Yea, no requirenent aze interact with grass.
Queation: List sub-tasks the player should follow. Indicate their priority out of
Ausver:
Bestore
(Priority:
Sab-tanka::
Find and consuse cou oz other foed sources, such fruita from trees, increase food level.
your drink
2. Increase your invectory of resources (Priority: 4/5)
Sub-taska::
Collect
using your sockspickase stons_pickase.
131

---

Gather from
tools and structures.
3. Opgrade toola and veagona (Priorit:: 5/5)
Sub-taska:
Graft pickaze
your inventary. any reguire collecting the table you face to your south-wust craft upgraded Loola susposs..
using
Queation:: What. the requireeenta for the top aubrtask? What. should the player firat?
Acsver:
Top Subrtazle: Restore food drink lezelx (Priority: 5/5)
Bequiresents:
your food Locate vatar scurow (lake, river, wto.) repleniah your drink level.
food
wto.)
The player should first. Find food soures incrwase their fond level. They can this exploring their surroundings, soving
Teuii-bwaring increase their level. After taking care like lake or river, and conaura vater from it to restore their drink level.
fond needa, the player should focus finding wacer source
they
Osestion: top
player
requirenent
action.
actions. Indicata their priorisy out 5.
Ansver:
Rabion: Hove (Priority: 4/5)
Requiraeent:
fruit-bwaring any diraction
anuth)
2. Aation: Do (Priority: 4/5)
Requirerett: FRON the Food sourcs (cow fruis) and have the necesarry tool interaction (wat fruit, chase cow)
Action: Move (Priority: 3/5)
Requiraent:: Locate water acurow (lake, river) in any direction (weat, mast, north, or south)
(Priority: 3/5)
Requiranent: vater scurcw (lake, river)
5. Aabion: Sleep (Priority: 2/5)
Roquirenent: Energy
maximu,, and
place rest
distance frox noasters)
Queation: For each action in the list, are the rageirwenns not??
Ansper:
Action: (Priorsty: 4/5)
Requiranant: Locate fond acuros (anch coe truit-bwaring trea) any diraction (wnnt, eaxt, north, or aouth)
Status: Not not, there is no visible food source in the player's current obcervatiens.
Action: (Priority:
Requirenent: Pace the food source (cov or fruit) and have the necessary teol or interaction (eat fruit, chase сou)
Statue: Not net, there i8 no vistble food nource in the player's current observacions.
Action: (Priorsty: 3/6)
Requirenent: Locate water source (lake, river) any direction (cest, east, north, south) Status: Not not, there is no visible vater source in the player'e current observarieae.
Action: (Priority: 3/5)
Requirenent: Face a veter source (lake, river)
Status: Not net, there is no visible vater ecurce in the player's 's current observatione.
Action: Sloop (Priority:
Requirenent: Energy Level ie below maximn, and find a cafe place to rest (sholtor or safe distance fror ponstere)
Status: Fartially zet. Energy level is below saximun (7/9), but the player nceds to find safe place to rest.
Osestion:
player
Why?
Ansper:
Yes, the last player action (nove (nove_west) eacceeded because there vas flat ground (grase) to the west of the player, alloving
direction.
Qsestion: Choose the best executable action fron. abore.
Ansver:
The exocutable action
ic:
5. Action: Sloop (Pxiority: 2/5)
Roquirenent: Energy lovel is below zaximu, and find cafe place to rest (sbolter cafe distance froz moastere)
Bosover, the player
place zest before exocuting actios.
Stop:: 84, Cunulative Revard: You took actionn aleep.
You
stone steps to your south-east
path 2 stops to your north-east
Lree stepa to your north-veat.
tabla ateps your south-east
You fuce graza at your front (swat).
9/9
fool: 6/9
drink: 5/9
energy:
132

---

inventory:
stone: 1
coal: 2
wood_pi dickass:
ptcke_p
QA
Queation: Action
Ansow:: Place Furnace
Queation: objects
objact, breifly
pravidea
requirment.
Ansver:
Stane: Providex stone
uood pickace or better callact. navigation
Puth:
allosa Tree: Provides sood resource, can collected vith any tool or handa.
4. Tahla: Allows crafting of tools and veapona, requirea uood to be constructed.
5. Graza: No resources, aurves Lerrain.
furnace, requires pickkae Tran (inventary): Daed for craftiing iron boola and snspons, requirex atone, atone,pickace or better to furnace se smalt.
(inventory):
snalting
8. Vond piciaaz (investary): Used for collecting stome and coal, requirwa
wood craft.
Blame_pickazw (inventary): Used for collacting
Queation: What wan the last action taken by the player?
Ansow::
The action by player vas "sleep."
Queatiion: For each object in the list, are the raguirmnenta net for interaction?
Ansper:
you
and atone pickaze in your investory.
Path: There are no requirenets for interaction, as it's wasir navigation.
3. Tree: Yea, you can collect wood with any tool or your bare hands.
4. Table: Yex, th's already constructed and can be ueed for crafting.
Grase: There no requirenents for isteraction, as it's just terrain.
Coal (inventory): Interaction not applicable, since it's already collected.
7. Tram (insentary): Intaraction not appl toshle, xinoe it's alrandy collected.
Vood_ptciaare (tanestory): Intoraction not applicable, it's
Stane _pcckee (tnventory): Interaction not applicable, as
your inventory.
Qsestion: List top sub-taske the player should follow. Indicate their priority out of 5.
Ansper:
Increase
(Priority: Find vater source replenish your thiret, zhich currently at 5/9.
2. increaze Food (Priority: 4) Hont aninais like cous or gather plants to increase your food, which i5 currently at 6/9.
3. Collect nore resourcas (Priority: 3) dather nore stone, iron, and coal craft better tools and seapons, and prepare coolting using the
Oseation: Vest are the requirenents for the top aub-tack? What should the player do firet?
Ansper:
Top sub-tack: Increaze Drink (Priority:
Requirenente: Find vater source (e.g., lake, ziver) and interact with it to drink and replenich thirst.
Fixst step: player should explore the surroundings in search of
any other drinksble vater. found, the player sbould interact the water cource to drink and restore their shiret levels.
Question: List
player chould and requirenent actions. Indicate their priority out
action. Choose DELY frox the all
Ansper:
1. Priority Nove Vest/Eact/Borth/ /Bott// Flat groun in the choren direction; The player should explore thoir replenish their drink levela, it is top priority right
aurroundings
2. Priority Make irom Sword: Nearby table, furnace; Nood, coal, iron in investory; Crafting an iron svord will be usetul in defending against cousters and inproving combat capabilition.
Priority Purnace: Stone iaventory; Placing furnace allce the player iron and progrees the
gane.
Peiority Hoop: Alauya applicable;
issediate
requized and theze?a issineut dunger, player say
choose to pause
for their next nove.
B. Priority Hloup: Energy level is belov maziou:; Although the player has 7/9 anezgy, consider finding asfe place their energy back full when it drops furthor.
sleep
Queation: For euch action in the list, are the zequiresenta net? Ansper:
Reat/Bant/orthh/uutte
requireenta net,
ground available in each direction.
2. Make Iron Svord:
The requirenent are 307 net, as there is no nearby furnace. The player aust first place furnace to craft iron sword.
Place Furnace: requirencats aze nct, the player enough stone their investory.
4. Doop: The requizenenta not, this action is always applicable.
Slaep: The requitetenta are 107 aut, the player's enargy lwowl. not belov awxizun. player 7/9 snargy currestly.
Queation: Did last player action succeed? Why?
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ALsOOE:
unclear whather laxt player action, "sleep," aucceeeled bacauze the ecergy lwsel rensing anee at 7/8 both vatin ion Step 166 and Player Oeservation Step 168.
Player inservation
Queation: best axecutable
from
Anaver:
The best execatable action frem the list above is "Place Purnace" since the requirezents are zet, and it will help the player progrexx the allowing then to smalt iron.
Sesesseenttpp 86, Canulative Reward: O, D.O You place
You see:
stone to smuthreast:
stepa your norshreaat stepa to your norch-veat
tahla staps to your aouthreant.
grass your
Your status:
bealth: 9/9
food: 6/9
5/9
energy: 7/9
inventory:
ston::
coal:
pickase:
stone pww.psicckae::
QA
Queatioon: Action
Ansper: Move East
Qcestion: List
obcorvation. For each object, broifly
providee and ite
requireeent.
Ansow::
1. Stone: Provides stome resource when nined with pickaze; requiree a pickaze (pood or higher) to mine.
Path: Provides
directly;
clear and tlat ground forn.
Zree: Provides uood resouzce
chopped domn; requires an (sood highor) chop.
Table: Provides surface for crafting stare; requires wood to build and place.
5.
Grazs: Provides no resources directly; requires tool like hoe to clear turn into farmland.
Bote: turnace is missing tron
since it was placed step 170, adding here.
6. Purnace: Provides the ability to excit/convett ores (1ikke iron and coal) into useful iteas; zequires stote to build and iron coal) enciting.
Question:
What was the last action taken by the playor?
Ansper:
The action talien by player "place_furaace."
Osestion:
For each object in the List, are the requirezente net for intoraction?
Ansper:
the requirexente
for interaction.
etone_piciaae your inventery, shich
2. Path: Yes, the requiresents are net for interaction. You can valks on the path as there's no speciric tool requized.
3. Tree: No, the requireennt are not not for interaction. You need an axe (wood higher) to chop doun the tree, but you
don't have
your inventory.
Zable: Yes, zequirezents are net
craft Yes, the requirexente are net for interaction. Wasie you don have a hoe to clear or turn grase into fornland, still nove over it without any issues.
interaction.
the table.
6.
Grass:
Bote: Adding
to ansver.
6. Furnace: Yes, the requirencnts are not for interaction. You have coal and irem in your inventery, shich can be used in
sselting.
Question:
List top sub-taske the player should follow. Indicate their priority out of S.
Anaver:
Saelt iron in furnace (Pxiority: 6/5): You
required coal and your inventery, using furnace evord iron pickaze.
would allce you craft bester stems, each
2. Drink vater to restore thirst (Priority: 4/8): Your drink level is at 5/9, shich zeans it's getting lov. Finding vater drink should priority avoid dehydration.
3. Find food to restore hunger (Priority: 4/5): Your food level is at 6/9, so finding source of food like a cou or a fruit would help reators hunger and neintain good bealth.
Question:
requireneats for the top sub-task? Vhat the player fizet?
Anaver:
The requieemnnts for the sub-task (anelt iron in the furnace) are:
furnace placed (ulrwady accompliathe)).
2. Have coal. in your inventory (already accosplisted with coal).
3. Rave fron in invwntary (alrwndy acnmpliated with iran).
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all the requiresents aiready
player should approach fursace aselt fron using the they thair inventary. This create un fron lngst, than craft.
better itasa such an an iron aword or on fron pickaze.
Queation: List top actions. Indicate their priority out of
the player
requiramant.
ONLY frox list all
Ansvert
Priority 1: Nove Bast Requirennt:: Plat ground right to agent. shich acepa
Action: Rove towarda placed
2. Peiority 2: Du Requirarent: Facing creature or neterial; have necexsery tool. Action: Use the furnace to smalt the from using coal in the inventory.
Requireenta:: Nearby table, furnace; wond, coal, iron inventory. Action: Craft an iron pickaze by using resourcea available in the inventary and using the table.
Peiority Make Iron
Peiority Collect Brink Requiseent: reguiramett..
water source, like lake river,
restore metoz.
5. Priority S: Eat Plant Reguirennta:: Plane Plant. eapling grow
the plante grow,
neter.
Queation: For each action in the list, are the requirementa Det?
Ansper:
Priarity Best. Regsirmant: ground right apent.
Yea, the requirmmett aut. Tourw
ground the wast, so player can move that direction.
2. Priarity 2: De Requirment: Facing creature naterial; havw necessery tool. Yes, requirenente
as playor coal and iron in the inventory malls iron.
facing
noving east. The player necencary
Priority 3: Nake Iron Pickane Requirenmte: Bearby table, furnace; coal, player
requiresenta wood, coal, from the inventory.
noving
nearby, player
Priority 4:
Collectt Brink Requireeant: No reqeiraeents.
Partially net, player
action, but there 15 player needs to find a vater source to collect drink.
cource currently in obcervation.
Priority 5: Plant Requiremente: Flace Plant. requirezent needs to find
player's inventory place grov plant. player net, asplings place groe plant for fond.
eapling
Osestion: Did the last player
succeedy Why?
Ansver:
There 15 not enough information provided to deternine if the last playor actice, "place_furnace " succeeded or not. The observation does not rection the turnace being niceessullyy placed, no ve cannot determine ite success sithout nore infermation.
Qseation:
Choose the best executable action from above.
Anzper:
The executable action from 18:
Priority 1: Hove East Requirenent: Flat ground right to the agent.
action exocuted imediattely the requirezent net, the player closer furnace and table.
Omuulative
You took action 20ve_cast.
You
stone steps to your south-oast
path stops to your north-caast
tree steps to your norch-veat
table steps your south-east
You face grass at your front (gest).
health:
food: 6/9
drink: 5/9
energy: 7/9
Your inventory:
stone: 1
iron:
pock_pcc
stane_pickaze: pickas::
Question: Action
Anaver:
Move Zest
Question: abjecta current oiservation. wach object, breifly unsver resource it provides and ita
requirenens.
Anauwr:
Providea requirea pickaze collect.
135

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Path: Provides pasage/craves, requizes ground interact with.
Tree: Providea wood, requirex a sbone are to collect.
4. 7able: Providea crafting atation, ruquirea wood to craft.
6. Grass: Decorative element, can be valked on.
Tram: Providea
requirwa Coal: Providea coal, whick
pickaze collect.
fuel source, zuquirua wood atose pickaze to collect. 8. Wood pickaze: Provides ability to collect stone and coal, requires a table to craft.
9. Stame pickazs: Providex ability colleett iros and other advanced resources, requirex table to craft.
Furnace
in atap 172 but placed atep 170): Providea aralting abiliities for netala like iron and coal, requirea stone to craft.
Queation:
Vhat waa the last action taken the playur?
The action taken by the player waz nove,wnst.
Qreation:: For each object in the lixt, are the reguirasenta net for intaraction?
Anaver:
Stone: Yea, player
viod_pickaze and atone_pickaze their investory to collact atese.
2. Path: Yes, the path requires flat ground to interact with, and its prasence indicates that the requirarent. is set.
8. Tree: No, the player does not currently passeza sond or stone
craft can collect vond from the tree.
Yes, player already placed table in previous step, indicating requienent
5. Greas: Yea, greaa can be valked on and does not have any specific requittrnnta for interaction.
Irom:
Yea, the player has stone picitaze their inventory that can used collect iron.
vosd_pickaaa Mood pickase: Yea, the player has crafted wood pickaze in presious step, nesting requlamet table craft.
Coul:
player
stone, stone,pickaza
their inventory collact
9. Stane pickaaz: Yea, the player has cratted stone pickaze in previous step, meeting the requireent of table to craft.
10. Purnace: Yes, player placed furnace step 170, indicaring the requirenent stone to craft not.
Queatiion: List, top sub-taska the player should follow. Indicate their priority out of 5.
Ansper:
player currently only piace fros will unable craft bettar toola seapona auch an iron woord, which will help defest atronger xonstors.
(Priority:
inventary. Collecting
(Priority: 6/6): The player's is drink level 5/9, which not critical needs attention soon. Increasing their drink level will ensure the player avoids debydration and maintaine optinal health in the gane.
and
Collect good cratt
collect wood crucial. resource creating tools, yeapone, and shelters, obtaining an collecting sood should be one the nert. tanks to ascorpliat
(Priorsty: 3/6): The player currently lacke sood
Qsestion:
Vest requirenents for the sub-tack" What should the firet?
Ansper:
Top Sub-tack: Collect nore iron.
Bequiremcnte:
Locate iron deposit.
2. Have stone pickaze (or better) to nine the iron.
The player already
stone_pickare their inventory,
used irea.
Vhat should the player do firet:
1. Explore the environment to find an iron depoest.
Oace iron deposit found, the stone_pickare nine
Qsestion:
List top actione the player should take and the requirenent for each action. Choose ONLY frox the liet of all actions. Indicato their priority out of 6.
Ansper:
Priority 1: Hove (Borth, South, Eart, Hest) Requirenent: ground the decixed direction.
To explore the environeent and find as iron deposit.
Peiorisy Nove (Borth, South, East, Heas) Requirennt: Flat ground the desixed direction. continue exploring the eavironment and gez closer the iron deposit.
3. Priority 3: Nove (Morth, South, East, Hest) Requirenent: Flat ground in the desixed direction. reach the deposit.
4. Priority 4: Do (xine iron) Requirenent: Facing iron deposit; have necessary tool (atone_ or better). Mine the iron deposit using the stono_pickaxe.
Peiority Bi Move (Borth, Bouth, East, Hess) Requirenent: Flat ground the desixed direction. "To reture to the playor's base or a sato location after collecting the iron.
Question: For each action the Ansver!
the requirenents net?
1. Priorisy 1: Nove (North, South, East, or Heat) Requireeut:: Flat ground in the desired direction.
Yos, the requirenent is met, as the player faces grass to their vest, which is flat ground.
Peiority 2: Move (Borth, South, East, Heat) Requisenett: Flat ground the desired direction.
The specific direction cannct be determined. Hovever, there should be at least one flat ground location available for the player to now to by choosing suitable direction.
Priority 3: Move (Borth, South, East, Hest) Requireent:: Flat ground the decired direction.
Similar to Priority 2, the apecific direction camnot be detersined, but, there abould be at lssat one flat ground location available for the player zove to by choosing suitable direction.
Peiarity 4: Du (nize iron) Requismmett: Facing irom deposit; have necessary toal (atoom_pickazz or better).
No, the reguiresent is not net. The player is not currently facing an ivon deposit they face grass as their front (seat)
136

---

the Priority Nove (Morth, South, Priority 9, specific direction cammat determined, there ahould least one flat ground location available for the player to sove to by choosing suitable dizection.
Heat) Requirenaat: ground the desired direction.
Queation: Did lest player action succeed? Why?
Anaver:
Yoe, the last player action (sovo_east) succeeded because there vas flat ground to the east of the player, alloving then to soye in that directioo.
Queation: Choose best executable action from above.
Anaver:
The beat ezecutable action from above is Priority 1: Nove (North, Bouth, East, Heat) Bequizenant: Flat ground in the di
case, player action will allow the player to wxplorw anvironeent
ground (grann) disection. iron depasit.
Stap: 87, Cusulative Rosard: 0.Q.aaaaaa**s
You tank action wove, swat.
atone staps to your amuthreaxt
path stepa ta your nor threaat
tree to your north-vest
table stags your anuthrwast.
cow atega to your north-veat
You FNON
your front (vextt)..
Your status:
bealth: 9/9
food: 6/9
5/9
enwrgy: 7/9
Your invwntory:
stone:
coal:
tron:
p
QA
Qsestion:
Action
Ansper:
Qcestion:
List objects in the current obeervation. For each object, breifly anseer shat resource it provides and ite
Ansper:
Stone: Provides stoce resource; requires wood pickaxe or betser to collect.
Path: Provides easier novencnt and narigation; no requirenets to use.
Tree: Provides woed
requires sood_pickaree better collect.
Crafting station making tools and seapons; zequirea
craft.
Cop: Provides food (arat) shea defeated; requires seapen, such as a wood_evord or better, to defeat.
Grass: basic terrain feature; no recources or requirennts.
Qsestion:
last action taken by the playor?
Ansper:
The last action takee by the player was "oove_vest."
Usestion:
object lset, are requirenente interaction7
Ansper:
Stone: Yee, the requiremente are net you have wood_piciaze and stone_pickaae in your investory, which can be used
collect
net, you Tree: Yee, the requiremnnt are not as you have a pocd_pt in your inventory, which can be used to collect wood.
Path: Yes, zequiremente
requironents)
the path casier novenent.
Table: Yes, the zequiresents (having sood) are pet, as already have table placed staps to your south-east that you with for crafting.
No, the requirenente not net yet, as you
have weapon
vood_evord in your inventory
con for food.
Grass: Yee, the zequiremente (2o requirenents) are aet, and can valk the grase.
Question: top sub-tasks the playor should follow. Indicate their priozity out
Ansper:
1. Craft avord (Peiority: 5) Crafting wood_averd will allow you defeut the cos, providing food and helping your food level.
2. Collact vood from. the tree (Peiority: 4) Collecting veed is ussestial for crafcing see icers, such as wood_avord, and building structures.
Collect nore stone (Priority: Collecting additional stome would beneficial for crafcing nore advanced tools, keapons, and building nateriols, such as furnace or stone_svord.
Question: Vaat
requirenenta for the top aub-task? Vhat ahould player firat?
Ausver!
Requirenenta for the top sub-task (Cratt a avord):
1. Have wood in your inventory You will need wood to craft the vood_
table rearby
What the player should do first:
137

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Siace you aiready have table sceps your south-east, you abould collect wood from that acepa your north-vant. this, you own nove towards trew by moving northmowat. then uae your uood pand_piciee plickasw collact wood.
Queation:
player actions. Indicate their priority out of
List top
requiramant for action. Chanse ONLY frox list all
Ansver:
Priority 1: Nove Veat (Daguirennt: Plat. ground left to the agent)
Pargoss:
tree collect woed.
2. Peiority 2: Nove Veat. (Baquireent: Flat. ground left to the agunt)
Parpose: To continus noving tovarda the tree collect vood.
Priarity Nove North (Requirmeet:: Flat ground above agent)
Parpose: To reach the tree to collect vood.
nateriel; necessary Priarity the tree have pick_pickaze inventory.
Requiresant:
Porgose: Use wand, pickaze to collact wood from the tree.
(lleuureeen:: Parguss: nove back towarda table for crafting after collacting vond.
Priority
ground
agent)
Ocestion: For each action in the list, the
net?
Peiority 1: Move Vest (Raquirmmet:: ground left to agant)
Yes, the requiremen 15 net. The player faces grass, shich 18 flat ground on the laft.
Priority
(Hequtremnn::
ground
agent)
The requirement 18 likely zet doe to the presence graze in the front. (seet). However, the player needs to complate Priority action and rescaluste the surroundings for flat ground after noving.
ground Bince the current observation only shous the issediate aurroundings, requirment night nwt after noving weat tvice.
Priority
(llguirmentt
agent)
The player needs to update their observation after noving vest to contimm if there's flat ground abore.
Priority (Facing creature naterial; have necessary
Requirenent: Pace the tree and have wood, wood_ pickase in inventory. Por this action, the player hax the reguired unod, pickaze in the inventary. Hoowver, they nead to reach the trae by completing Friority 1, and 3 actione betore they face the and execute this
ground Like Priority 3 action, this action's requirement will need to be contimned after the player updates their observation after completing Priority
Priarity 5: Nove South (Blquirmment:
agent)
and 4 actions. Carrently, the player's surroundings area't tully
Question: Uid the last player action succoedy Why? Ansver:
the last player action "nove_rest" eucceeded moving that direction, and their energy level alloved perform action.
obstacles restrictione preventing player froz
Question: Choose the best executable action from. above. Ansper:
The exocutable action
above Priority i: Nove West (Requirenett: Flat ground left the agens) the requirement is currently net, and it will take the player cleser to the tree to collect wood.
Stap: 88, Comulative Roward: 0, You took action rest_vest.
You
stone 3 steps to your south-east path 2 stops to your north-east steps your north-vest table steps to your south-oast
coo 6 steps to your north-west
You
your (vest).
Your status:
health: 9/9
food: 6/9
drink:
energy: 7/9
inventory:
stone:
coul:
iron:
pickase:
stone_pickase:
QA
Question: Action
Ausver: Bouth
Question:
List objects in the current observation. For each object, breifly anseer what resource it provides and 11a
reguirwentt
Ansvwe:
3. Stone: Provides stone resource; zequires a pickaze or betcer to collect.
2. Path:: No resource provided; allows saxier mavigation with no rewents.
Tree: Providea resource; requizes aspty hand any tool collect.
138

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Table: Allous crafting tools and veaposs; requizes wood
craft and place. Cow: Provides food when defested; requirus a veapon ar aepty hand defent.
6. Greas: No resource provided; can be Leaversed with no zuquiremnts.
Queation: What
laat action taken by the playse??
Anaver:
The last action taken by the player was nove_west.
Question: For each ebject in the list, the requiraaent
interaction?
Ansown:
1. Stane: Yea, the requireentt are nut ax the player has vood pickaas and a stons_piciaas in the inventory.
2. Path: Yea, the ruquirenents are not since theze is no specific reguiremett to navigate the path. player
Trew:
regsirwanta collect. wond.
septy hand can
the pickaze stone, pickess
4. Table: Yes, the player can interact with the table to craft toola and weapees as they have seed and scone resoucces in their invwrtory.
sapty hand unod_pickace 6. Grazs: Yas, the requirwents are sat ax the player can traveran the grann with no specifiic regrireent..
Cow: Yea, player interast with the obtain food, they stoss_pickaze to defeat it.
Osestion: top sub-taske the player
follow. Indscate their priority out
Ansow::
1. Priority: 5/5
Increisn drisk level: The player ahould find and drisk unter frox a lake or anotier source Lo zustore their thires, the current drink level sa. 5/9.
Peiarity: 4/5
Increase food lavel: The player should cousider defeating the cow to obtain food, as their food level 8/9. Altarnatively. they can collect saplings and grow fruite to increaze thair food mupply.
Priority: Collect more resources; The player chould collect nore stone, wood, and porsibly iron craft better tools and veapons, build shelters, or create other useful itees.
Qsestion: Vest requirenents for the top eub-tack? What should the player firet?
The requireents the top sub-taak (Tecraaae drink lavel) arw:
Pinding saber sourow much lake, river, other body of unter.
To complete this top sub-tarks, the player should do the folloving firet:
either north, Explore the curreundinge by direction) in search cource may found once found, agprosch and drink fron it to incrwase the drink level.
south (eince the stone located to soutb-east, the sater vater source. Keep an eye vissble water sources, and
Qsestion:
Last actions the player should take and the requirenent for each action. Choose ONLY frox the lset all actions. Indicato their priority out of 6.
Insper:
1. Priority Nove Sonth (or Bast): lequirment: Flat ground below (or right) of the agent, This action in requized to explore surroundings and find
increase the drink level.
2. Priority Brink from kater Source: Requirerent: Pinding unter source (lake or river) nearby. Thie action replenishee the player'e drink level.
Peiority Nove tovards the Com: Requirenent: Flat ground the direction the cop (north-sest). This action geta the player closer to the cou to incroase the food level by interacting with the cos.
Priority Interact with the Cou: Bequiresent: Facing
and necessary tools (voed sword, avord iron svord). This acticn allows the player to obtain food by interacting with cow.
6. Priority 5 Eat Food: Roquirenent: Food in investory (obtained from the coe). This action increases the player's food level and rectores health pointe.
Question: For each action in the list, are the requirezente nct? Ancper:
Priority Nove South (or Sast): The requirenet noving
having flat ground below right the agent. The requirezents are zet, as there is no indication obstacles in the southern or castern dixections.
2. Priority 2 Drink from Nater Source: Drinking from water source requires finding vater source nearby. As there is nentioned the given observations, the requirenent not
3. Priority Nove tosards the Cou: The requirenat for noving covards the cou is having flat ground in the north-vost direction. The observation does not menticn obstacles the north-sest direction, so the requirenent is net.
Peiority Interact with the Cow: The requirenest necessary tools (wood evord, stone spord, or iron svord). The player is not currestly facing the con and does not posseza any avorda the inventory. Thersfore, the requiresent is not net.
interacting
the cau includes facing cou and having
Priority 5- Food: zequirexent for cating food is having food the inventory. The player does not have any food in the inventory cursently, ao the requrvment is not nst.
Queation: Did last player action succesd? Why? Ansver:
Yos, the last player action novo_vest succeeded because there sere no objects or obstacles blocking the playor's path to the watt and the ground vas Clat, allosing then to nove in that diraction.
Question: Choose the best executable action froe. above.
Ansver:
The best execatable action from the 1ist in Priority -- Move South for Eass) because its requizenent of flat ground below or right) of apent allowing player explars their aurroundings pasatbly find other rwsources.
139

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Sunt Cunulative Revard: C.O You action nove, aouth.
You 5ee:
staps your anrthrwast
path atepa to your norchewaat
tree steps to your north-vest
table stapa to your southrwaxt. atepa your sorth-weat
You face graze et your front (swat).
9/9
food: 6/9
drink: 5/9
enwrgy:
Your inventory:
stone: 1
Iron:
vood_ pickaze::
stone pickaza:
Question: Action
Ansver:
Queation: List objects in the current observabion. For each object, breifly anszer what resource it provides and 1ta reguireent.
Ansper:
weapons, Path: Providea route travel betueen different locations. Requirment: None.
Provi
crafting
Requirasant: pickaze collact.
3. Tree: Provides wood for crafting tools and structares. Reequrrzent:: Wood picitaze so collect.
4. Table: Providex surface for crafting taola, seapons, and other itens. laquirweet:: Vood to craft.
player's bunger. Requirenent: svord stronger defeat. Graen: Provides no resource. Requirenett: Hone.
Prorides to
Osestion: Veat
last taken the playor?
The action taken by player was nove, south.
Qsestion:
For each object the
the
interaction?
Ansver:
Stone: Yes, the requirenente are net as you have stone picckee is your investory.
2. Path: Yes, there are no reguieeente for interacting with the path.
Tree:
you you Con: Yea, the requirmenns are net as you have sood seord or stronger (etone piclaze)) in your invensory.
requirenente
pood_pi in your vicinity steps your south-eart).
inventory.
Yes, requirexente
6. Grass: Yes, there are no requiremente for interacting eith grase.
Question: top sub-tasks the player should follow. Indicate their priority out
Ansper:
1. Priority 5/5: Rectore drink Your drink level 15 at 6/9. Find vater source to drinz and replenish your hydracion.
Priority
Defeat cou you see nearby stope to your north-west) Collect (3 stexe.
collect and eat neat.
Priority 3/5: Collect north-sest),
south-east), wood (fron tree stops
improve
Qsestion: Veat are the requirenents for the top eub-tack? What should the player do firet?
Ausver:
Top sub-task: Restore drink
Bequirenents:
(lake,
well) drink fron.
Vhat should the player do first: Hove to vater source to drisk and replenich your bydration. You need explore your surzoundings to find one.
Question: List top actions player should take requirenent for actionn Choose OnLY frox all actions, Indicato their priority out of 6.
Anaver:
Priority Nove (Borth, South, coceatial the player explore their curroundinge, resources water sources.
Heas) Requirenont: Flat ground direction of This
Priority 2: Collect Drink Roquizenent: Facing vater source (lake, river, well). It is necessary to mainsata hydration
3. Priority 3: Make Vood Pickaxe Requirement: Hearby table; wood in inventory. Crafting vood pickaze allows the player to gather ussentiul resourows like stons and caul.
Peiority Collect
Requirenent: requiresents. player collect wood is zesource neoded for crafting Loola, vuapona, and creating abelters.
Priarity Vood Requireeet::
inventory Crafting provides player thensulowa againat nomatara.
with busic owapon
Question:: For euch action in the list, are the requirmeens net? Acsver:
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The player (Horth, Bouth, Vest): requirezent ground the direction of nown any diraction long ax there flat ground.
2. Collect Drink: No, the requirement of facing vater source is not not curreatly. The player will need to Find vater (lake,
swll) satiafy requiremet.
3. Make Rood Pickaze: No, the requirezent of having 2ood in the invertory is not net, The player already has wood_pickaze in the invwntory, this action is unnecssarr.
Collact Vood: Yea, there no spacific requirenent collacting sood. Noewvar, the player needs to nove closer the tree pentioned in the observation (4 stspa to the north-waat) before attempiinn to collect vood.
atienpting to craft regsireset having inventory
Wood
player
Qreation: Did the last player action auccendd? Why?
Anaver:
Yea, the player action auccedded. The player noved because there ware obstacles or restrictions asnticsed the player's ia chservation, indicating that the pash was clear and the action could be execusted without any Laaues.
Qsestion:
Ansow::
The best ezecutable action from the list above is to Nove (North, Bouth, East, or Meat) as the requireaent for fla ground in destred direction Spectfically, the
tovards the tree by moving North deat to collect
help fulfill repirementa
90, Omulaativ
You action do.
You staps your
path atepa to your northrwaxt
tree 4 steps to your north-vest
table to
southreast.
cop stepo your sorth-vest
You face grass at your front (swat)).
9/9
food: 6/9
5/9 energy:
Your inventory:
coal:
iron:
pood_piciame::
Question: Action
Ansper: North
Qsestion:
List objects in the current obeervation. For each object, brosfly anseer shat resource it providee and 13c
zequirenent.
Ansper:
steps to your nouth-east
Resource provided: Collect zore stones for crafting tools and building.
Requirenent: Stone pickaae
Path: stops to your north-east
Resource provided: Bose, path helpe you navigate through the terrain easily.
Requirezent: None
Tree: stops to your north-sest
Resource provided: Vood for crafting tools, weapoes, and building shelters.
Requirenent: Wood pickaze
Zable: stops to your nouth-oast
Resource provided: Crafting ststion for naking advanced tools and reapons.
Requiresent: Mond to build the table
steps to your north-sest
Resource provided: Food to zestore your Sealth.
Roquirenent: Wood or bettez svord for killinng the cou
Question:
laac
taken by the playur?
Ansper:
The last action taken by the player waa *da."
Question: each object the list, are the zequirenente interaction?
Ansver:
1. Stone: 3 stepa to your south-oaat
Requireeent:
pickaze
Reguirsaent nel:: Yea, you have atone_pickeeee pickace your investory.
2. Path: 2 stape to north-east. Reguirasant:
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Requirezent
special requirenent needed for interaction.
3. Tree: stapa to your not thevwat
Requirezent: Wood pickaze
Requireeent
you
sond_pickese your inventory.
rable: 2 stops to your south-oast
Requireeent: : Wond to build the table
Requiresant
built and used craiting.
5. Coe: 5 stsps to your north
Requirenent: Wood or better sword for killing the cou
Requirmeant
you currently
your inventory.
Question: List top aub-tasks the player should follow. Indicate their priority out of 6.
Ansow::
Graft
(Priority:
Bab-task: Use table
aword, which allow you to kill the cow for dufand yoursel: Izom
sonstars.
(Priority:
Sab-task: Chop doen tree stepa your northrowat using your wood, wood, pickace gather nore crafting and building pargasea.
Drink (Priority: Bab-task: water auch lake, replanish your lavel, which currancly at 5/9.
Queation:: What. the requirements for the top aub-task? What should the player firat?
Top Sub-taxke: Graft sond avord
lequirements:
ieventory (currently missing)
Yearby crafting (already available, ategs to aouthrwstt)
What: should the player do firat:
tovards
steps the north-vest)
Use your pociept to chop down the tree to get the required wood.
3. Return to the crafting table (2 steps sonthwaast) and craft. uood avord using the collacted wood.
Osestion:
player
requirenent action.
actionn. Indicate their priorisy out
Ansper:
Priority 1: Hove North (Hove towards the tree)
Roquirenent: ground
agent.
2. Priority 2: Nove Vest (Hove towarde the tree) Requirenent:
left
agent.
Priority 3: Do (Chop down the tree with the wood pickaze)
Requirenent: Facing the tree (creature or naterial), and have the necessary tool (wood_pirtaxe).
Peiority
the crafting table)
Requirenent:: Flat ground belce the agent.
Priority Make Vood Bword (Craft averd crafting table)
Roquirenent: Mearby table
inventory.
Question: For each action in the 1ist, are the zequireseate nct?
Ansper:
Priority
the
Requirenaut: Flat ground ahove the agent.
Status: Yee, there is path
to the 'sent's north-oast, so noving north pocesblo.
Peiority Hove Vest
tovards the tree)
Requirenent: Flat ground left to the agent.
Status: Tes, the agent is curreatly facing grass the vest, so moving west is possible.
Priority (Chop down tree
vood_ptchaze)
Requirenant: Facing the tree (creature or naterial), and have the necessary tool (wood_pickaze). Status: No, the ageat is currently facing grase and not the tree. The agent nceds zove closer to the tree and face before
this action.
Priority 4: Hove South (Nove back to the crafting table)
Requiresent: Flat ground below the agent. Status: Yes, agent has just north (step 173), noving possible, there ahould flat ground below agent.
6. Priority 5: Make Vood Bword (Craft a sood svord at the crafting table) vood inventory.
Requirasent:
Statua: No, the agent does currently have their inventory. agent needa chop dosn tree to wood before executing this action.
Question: Did last player action succeed? Why? Ansver!
It'a not clear if the leat player action "do"! succweded, as there is so insdiate change or zeault nentioned in the folloving observation. The player faced at their front (seat) before and after the action, and there is target
the gress any being There night "do" commun particular aituation.
Queation: Choose the best. executable action from abovs. Acsver:
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The executable action necessary for crafting a wood aword.
above Priority 1: Nove North (Nove towards tree), it the requirment (flat. ground abnve the agent) and wllioux the player to progresx towards callacting unod, which
aemausaennStp:: 91, Cunulative Revard: O, O.O.eenaeeee You tank action move north.
You nen:
stone 3 stsps to your south-wast
path 2 atepa to your north-east
steps your narthrewst.
table ataps to your southrwast
You fRom granx your front (swxt:)..
acatus:
bealth: 9/9
Food: 6/9
enargy: 7/9
Your inventory:
coal:
iron:
sond pickase:
stono_ptciaze:
QA
Queatiion: Action
Ansper:
Qsastion:
List objects in the currens obeervation. For each object, breifly ansver shat resource it providee and 15e
Insper:
1. Stane: Provides stose resource, requires a wood or stone pickaxe to collect.
2. Path: Provides flat surface for walking, no requrament to interact.
Tree: Provides uood
requires crafsing, requireennt Graen: Procidex no resmurces, na requitmeet to interact.
any toel to collect.
Provides
6. Cos (not visible in Stop 182): Provides food, requires molee reapon tool to hust.
Question: was last action taken by the playor?
Ansper:
The last action taken by the player was nove, north.
Qsestionn: each object
list, are the requirenente
interaction?
Ansver:
1. Stone: Yes, the requirenente are net you have both pood_ptciaze and a stoue_pickare in your inventory.
requirments interact, Zree: Yes, requirenents are not you have pick_pi stoue_pickaxe that can used to collect wood.
Path: Yee, there
salk the path.
4. Table: Yes, there are no requirenente to interact with the table, and you can use it for crafting.
b. Grase: Yes, there are no requrenente to interact with the grase.
Con (not visible Stop
Yes, the requirenetss used. as melce weapone for hunting.
you vood_piciaze and stcss_pickaxe, which can
Question: List top sub-tasks the player should follow. Indicate their priority out of 5.
Ansper:
water source or river) restore the neter, is currently 2. Priority 4: Collect more wood froz the tree so create more tools, peapons, or shelter.
Priority
3. Priority 3: Find and interact with the cost to gather food and restore the food ncter, which is currently at 6/9.
Question: Weat are requirenenta for the top sub-task? What should the player fizet?
Insper:
Bequirenents for the sub-task (Find and drink from vater source):
Locate
such lake river vithin gane.
Approach the water source.
3. Interact with the vater source to drink and restore the drink xeter.
The player should first locate
gase by exploring surzoundings, then towarda the so approach it. Ouce the water source, the player should interact with it to drink and restore their drink neces.
Queation: List top actions the player should take and the requitenent for each action. Choose ORLY frox. the liat of all actions. Indicate their priority of
Ansver:
1. Priocity 1: Nove West (Flat ground left to the agenc) This actios allowa the playez to explore the surrondings in the hope of finding water source.
Peiority 2: Move East (Flat ground right the agant) Similar the previous action, this action allova the player co explore the surroundings and poteatially find a vater source.
Priorisy Nove North (Flat ground above agant) Moving north help player explore their surrouniigg and locate pater cource.
4. Priority 4: Nove South (Flat ground belov the agent) Like the other noverent actions, noving south can help the player find
6. Priority 5: Drink (Facing a vater nource) face the player finds a vater source and faces it, they should take this Nction to rextors their drink seter.
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Sote: The player should try rather than following the order directly.
actions different sequences the chances of rinding source,
Question: For each action in the list, are the zequirenente net? Anaver:
For the current player observation (Btep 182), the requirenntt
action arw au Iollows:
Priarity 1: Nove Vext (Flat ground left. the agent) The requirmeent net there is flat ground (grass) the
2. Priority 2: Nove East (Flat ground right, to the agent) Requirement unknowe, ax the player observation down nos provide information about the east direction.
Priarity Nove (Flat ground above the agent) Requirmant alrwady net in noat recent. step when the player xoved north, Based ou the cuzzent player observation, there night acill be flas ground to nove further norch, but ista diractly nentianed.
Peiority Hove (Flat ground below the agent) requirement net since the player juat noved the south sinision and the ground ia flat. there.
Priority
(Pacing
nource) requirenent
because player observation yet
uater sourew.
Qrestion: Did the last player action succeedy Why? Anaver:
Yea, the last player action (sove north) aucoseded because there was ground available player move north, vantioned in the observation: "path stepa to your north-enst' and no obstacles cere blockiing the player's ta way.
Osestion: Choose
executable action froz. above.
Ansver:
The hast acecatable act.ion from the list ahove is Priority 1: Novw Vust (Flat ground laft to the agent) because there is fiat ground (grass) the mentioned in the player's 's observation, and it allous the player explore aurroundings
92, Omullativ Revard: You took action xove, pest.
You
stone steps your south-east
path steps to your northreaxt.
tree 4 steps to your north-vest
table steps to your south-east:
cou stopo to your north-vest
You face grass at your front (veat).
statue:
benlth: 9/9
food: 6/9
8/9
energy: 7/9
Your inventory:
coal:
iron:
good_picoe pood_pic
stome_ptcixse::
Question: Action
Ancper: North
Quastion:
List objects in the current obeorvation. For each object, broifly anseer shat rosource it providee and itc
zeqLirement.
Amsper:
Stone: Provides etone resource; requires pictape or better to collect it.
2. Path: Providea easier novenest and navigation; zo zequirenaaa to interact with.
3. Tree: Provides wood resource; requires a pocdepe or better to collect it.
vith. Prosides food shen defeated; requires seagon, such as wood sione avord, to defeat 6. Grass: Can be used for landecaping or bailding purposes; no requirenents to interact vith.
Providea crafting biliiiis requiremena
Question: What
last action taken the player?
Ansper:
The leat action cokon by the player was neve_
Questiom: For each object in the
the requirmeets interaction?
Ansver:
1. Stone:
Yos, you have wood_pickaxe and a stono_pichaze in your inventory, either of vhich can be used to collect the stose.
Pathi
Yes, there
apeciric requiraneta interact with path, sisply
savigation
casier.
3. Tree: Yea, you have pickese is your inventory, shich can be used to collant sood fens the tree.
4. Table: Yea, there no specific requiresenta to interact with the table; St can be used for crafting vben you are in vicinity.
While you don't currently have sword your inveatory, you can craft one using resources and the table, or attexpt to defeat the con using any ether available toola or aethods.
Yea, you interuct the cou dafeat it obtain
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Yes, apecific requiresenta interact with grass, and used various purposes, such na landensping or building.
Question:
List top sub-tasks the player should follow. Indicate their priority out of S.
Anaver:
Peiority 5/5: Craft seagen, such vood or atons aword, using the table improww your ability to defust the cau and potentially other threats, This will provide you with foed and increase your chances of survival.
Peiorisy 4/5; Collect wood from the expanding your options for itars to uae shal ser.
using your wood_piskaze. Vood essential
crafting and building,
3. Priority 3/5: Collect acone from the stone block using your atone_pickeze gather nore resources for crafting advanced toola, sespons, building vateriale. will allow you progrnax forther in gaze capabilitiis.
your overall
Qreation:: What. the raquiranents for the top aubrtask? What. should the player do firat? Anaver:
For the top sub-task of crafting seapon (wood or atone aword), the requirenenta are:
1. Bave nearby tuble, which is alrendy 2 atapa to the southreist of the player. necessary natertale the inventory:
For a wood award: wood.
For a stone sword: wood and stone (you have 1 stone in your inventory al:wady)..
Sinow you don't. have sood in your inventory currestly, first thing you should collect wood from staps
so your north-vwat using your wood pickaze. Qnew you've collected unough wood, nove to the table, and craft vwagan of your choice (aither a sond or stons aword).
Osestion: Last top actions player chonld take actions. Indicate their priority out of 5.
requirenent for action. Choose ONLY frox the lset all
Ansver:
Priority 1:
Actionn Nove Eorth times); llequrement Flat ground above the collect
Parpose: Reach the in
wood pickase.
2. Priority 2:
Action Do: llequirement Facing the tree; have wood_ pickaree in the investory, Parpose: Collact wood from the tree wsing the pickate.
3. Priority 3: Action Nove South (3 timen): llequsreeent Flat ground belor the agent.
Porgone: Move back to the table (2 atago to the south-matt to craft snapon.
leegstrement Facing table; have necessary zaterials or stone) tools the Parpose: Greate weapon (sood or stone spord) the table.
Priority inventary.
Priority 5: Actica Nove Forth, East, Hest (based on situation): Requirenent Flat ground in desixed direction. Parpose: Explore the environnent, lock for resources or targets, and prepare for potential coxbat using the nesty crafted weagon.
Qsestion: each action the list, are the requirenente net? Ansver:
1. Priority 1: Actica Nove Korth (3 tines): Requirement Flat ground sbove the agent.
requirennte not? Yes.
north there flat ground the agent.
2. Priority 2: Actica Do: Requirement Facing the tree; have pook_pickaxe in the investory.
Are requirenent net' No. You need to reach the tree firet by moving north 3 tines, euggested in priority 1.
Priority 3: Acticon Nove South times): Requirement Flat ground bolow the agent.
Are requirenents net? lot yet. You need to complete priority and actione before noving south, as suggested.
Requirement Facing table; have necessary zaterials (wood woed stonc) and tools the Aro requironeats nct? Not yet. You need to collect 2ood by parforning priorities 1 and 2 actions first, and then nove south as suggested in priority 3.
Priority 4: Action inventary.
Priority 5: Actica Nove Forth, East, Heet (based on situation): Requirenent Flat ground in desixed direction. Aro roquirennsts net? Yes, but not recommended at this point, since prioritice 1-4 actions should be coxpleted firet to ensure you have collected resources and crafted veapon.
Qsestion: Did last player action eucceed? why?
Ansver:
Yee, the last player action (nove_pest) eacceede. It succeeded because there vas flat ground (grass) in front of the player' direction (vwat), which alloved
that direction.
Question: Choose the best executable action from above.
Ansver:
The executable action from the above Priority 1: Action Nove North tines). requirezent having flat ground above the agent nes, and this action will help the player reach the tree to collect
Stap: 93, Cusulative Rovard: 0.0 O.O You took action nove_porth.
You
stone steps to your south-oast
path 2 stepa to your nor chetatt
tree 4 stopa to your norch-vest
table ateps your anithrwast.
cow atega to your north-veat
You FRON graxs at your front (vext)).
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status:
bwnlsh: 9/9
food: 6/9
drink: E/9
enwrgy: 7/9
Your inventory:
stons: 1
coal:
tron:
vood pwwllppccaee::
stone_ pickasei
Question: Action
Assver:
Howw dest
Question: List objucta in the current observation. each object, breifly ansver what resource it provides and ita
reguireent.
Ansow::
Stane: Provides
stone pickaxe nine. Path: Provides waxter anverent, and traveling, ing, no requiteeent..
resource, requires
3. Tree: Providea sood rasnurce, requizes an aze or handa to chop does.
Table: Provides surface for crafting taols and iters, requires vood craft.
requirea seapon Greas: Providea basic terrain, no dirwet resourcws, and no requleeents..
Providea food (neas)
and
kill.
Queat:on:: Vhat. waa the laxt action taken the player?
Ansver:
The last action taken by the player was "nove_north. north.'
Qsestion: For each object in the
the requirenente
interaction?
Stane:
Yea, requirmants are set for interaction as you havw both wood pood_picacce and stone_pickaze in your inventory, which can be used to mine stone.
2. Path: Yea, the regsireants for interacting with the path ret, there
specific requirments to it.
nove trooly.
3. Tree: No, the requiremente for chopping down a tree are not not because you don't 's have an axe in your inventory, Hooeever
you can asill try to collact unod using your hands, althnugh st. may take longer and be lass afficiant. because you
Table: Yes, the requirezents interact with the table
the necessary nateriale your
iters Con: Yes, the requirments interact with the cow are net an you can uae your hands to fight eeen though wnapon would be nore efficient. Since you have stone, stone_pictaxe, it can alco be used as an improvised weapon to attack the cos. bastc terrain with no specific requirements.
inventary
Graze: Yes, the requirezents for interacting with the
Question: List top sub-tarke the player should follow, Indicate their priority out of 5.
Ansver:
Gather wood (Priority: 4/5): Wood escential cratting tools and steas the gaze. currently nct wood in your inventory, making high priority to gather more for future use.
2. Drink water (Prierity: 6/6): Your thirst level is at 6/9, which neans it is inportant to find sater cource and drink fron
thiret and avoid negative effects due dohydration. This the highest priority tack.
3. Find food (Priority: 3/6): Your food level is currently 6/9, and it is ixportant to raintain good food eupply to avoid starvation. Although you can see cou in your surroundinge, priorisize rinding and hunting animale or harvecting plants food keep your levels up.
Qsestion: Vhat are the requirenents for the top sub-tack" What should the player do firet? Ansper:
The top eub-task ic to gather woed. The requirements this
1. Find a treo: Trees are the source of wood in the gaze. Currently, the player can see a tree stops to thoir north-vest.
What the player ahould do fixat:
Nove tovards the tree: The player needs to go stops nerth-seet to reach the tree. They can accomplieh this by going west and north alternately or coatimously going in one direction, follosed by the other uatil they are in froat oz
Question:
List top actions the player should taãs and the requirenent for each action. Choose ONLY frox the list of all actions. Indicato their priority out of 5.
Peiority 1: Hove Vest (Roguirenent: ground left to agent) Nove tovardo the tree that is atepa the north- west.
2. Peiority 2: Nove North (Baquirenet:: Flat ground above the agunt) Continue noving tovarda the tree, whichh in the
north-vest.
Priority 3: Move Vest (Roquizement: ground loft to agent) Xeep noving tocards the txee if it etill not
directly in freat of the player,
4. Priority 4: Nove North (Roquirenen:: Flat ground above the agant) Consinue noving tovarda the tree uatil it is directly
in of player.
Peiority B: (Requiraent: Facing creature or naterial; have neceasary tool) Use wook_pickaze to gather from the tree once the player is facing it.
Question: For each action in the Ansver!
the zequirasents pet?
1. Priority 1: Nove Veat (Raquirsemn:: Flat ground left to the agent) Yea, the requirament is swt aa the player is curreatly facing grasa to the west, shich indicates flat ground.
Priarity 2: Nave
ground move north the prwvious step vithout any issuss, indicating flat ground.
(leguiraent::
agant) Yea, the requireeent in player
3. Priozity 3: Move West (Requiresen:: Flat ground left to the agant) Yea, the requizenent is zet since the player io facing to the west, indicating flat ground.
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Peiority Nove (Requireent: ground
agunt) -Yos, the requiresest is player previously roved north vithout any ixauss indiewting flat ground.
5. Priorisy 5: Do (Rquiruaett: Facing creature or material; have neceasary tool) This requiceeat can only be determioed once the player is in front of the tree. If the sree is directly in froat of the player, and they have vood_pickaze in inventory (shich they
requiremet
Question: Did the last player action succoed? Way?
Ansow::
the player action auccneded. The action nootth" dosan't have any specific requirenenta other flat graund above the agent, and nothing in the observation suggente any obstacle praventing the player from noving north. Thersfore, the action waa sunnesaful.
Oreation:
bast, azecutable
Ansver:
The best execatable action from the list above is Priocity i: Nove Vest. The requicezent of flat ground left to the agent is xinow the player facing to the which indicataa flat ground. This action brings the player closer shich stapa torth-veat.
You action nove, swat.
You staps your anithrwast.
path atega to your northewaat
trae steps to your north-eest
table ategs to your southreast.
cop steps your north-vest
You face grass wt your front (swat)).
bealth: 9/9
food: 6/9
drink: 5/9
energy:
Your incentory:
tron:
good_ ped__picaaee:
pickaza:
Question: Action
Ansver: West
Qseation:
List objects in the current observation. For each object, breifly ansver what resource it provides des and 1ts zequirenent.
Ansper:
Stone: Provides stose resource, required for crafting stose tools, 2eapons, and building structures. Roqlirenent: sood_pickaxe or better to collect.
Path: provide direct
but help navigate terrain easily.
3. Tree: Provides wood resource, required for crafting wooden tools, sespone, and other structuree. Requirenent: any pickaxe to collect.
crafting toole weapone. Requirenenti inventory to place
6. Cos: Prorides food resource when defeated, which helps restore health. Requirenent: any weapon/ tool to chase and defeat
Question:
Vhst vas the last action taken by the playor?
Ansver:
The
by player
Question:
For each object in the list, are the requirezente net for interaction?
Ancper:
zequirasenta collect sione.
You pickpickkse stone_pickase your inventory, shich
2. Path: Yes, the ruquiranent mut. You can walk on the path to navigate the tarzain as theze restrictions.
Tree: Yes, requirenente are met. You wood_pickare collect wood from the tree.
stome_pickaare in your inventory, which can
craft seapons, long 5. Cow: Yea, the requireenta are nat. Althuugh you don't have sword in inventory, atill chase and defeat, the using your pickazes picka_ stona,piciass).
Table:
The table already placed you have recessary naterials in your inventory.
requiraeeta
Queation: List top subitasia the player should follow. Indicate their priority out of 5. Ansver:
thirst, your Priarity 5/5: Drink river and interact with quanch thirst. sourcw like
laval
player should find
2. Priarity 4/5: locl wood from the tree, inventory lacks vood, Kood is sasential far crafting vooden tools, seepona,
collected by interacting the using sood,piciass stooe_pickaaee.
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there i8 ground above agent, Hooeever, information shat's directly north, it's unclear stape the Priority 3/5: Chase defeat, the cow to abtwin fond rextore bealth. thonuggh your bealth at maximun (9/9), food in noeded to saintain it, and your current food level is 6/9, You can use your vood_pickase or sicoe,pickase to chase and defeat the coe.
Queation: Viat arw requiseeenta for the top aubrtask? What sbould the player first?
Ansper:
Requiranenta for the sub-task (Drink vater to reatore thirst):
Locate
auch Rave enough energy to mnve touards the unber scurce.
river
gasa anvirousent.
The player should first explore the surrounding area to locate water source like lake or river. When Iound, the player and interact.
should
and
Question: List top actiona the player should take and the requitenent for each action. Choose ONLY feox the list of all actions. Indicata their priority out of 5.
Peiority 1- Nove West: Requiranent: Flat ground left to agunt. (This based on zost recent inrgane observation whare the player in facing grasa (wwas). Going weat would allow the player to arplorn sore and potestrially find water sourcs.)
Priarity Nove North: Requirment:: Flat ground above of the agent. (Eeploring north could incraaae the chances Finding a sater source, fulfilling the drlik obj objectise.)
Priarity
Reguirwant:: ground right agent. (By axploring eaxt, player say
waler source or other nweded resourcea.)
4. Priarity Nove South: Raquireeent: Flat ground below the agent. (Going south would further the exploration and could yield vater cource other valusble ascets.)
5. Priarity Do (Drink Kater): Requi Facing water source like a lake or river at the agent:'a frost. (Thia action the player has round lavela.)
would be
source and faced it. Drinking vater would restore the player's
Osastion:
For each action in the Liet, are the requirezente net?
Ansowr:
Neet: Yes, requizenent not. The player is currently facing grace (west) which indicates flat ground the agent,
Hove North: Based
observstion,
path stepe north-east north-uast, which may indicate that. maving north could possibln.
Hove Bast: Yes, requirenent agest.
There path
the agent's north-east and tlat ground right the
4. Nove South: Bazee on the player obeervation, there i8 no anformation about what's directly nouth, no it's unclear of belog the agent. Hovevvr, to agent's south-east, which may indicate that nowing nouth could be possible.
flat
stepe
ageat's soutb-east and table stepe
6. Do (Drink Water): No, the requirenent is not not as the player is currently facing grass (west) and there is no water cource the agont'e tront that player drink The player first locate vater and face sulfill this zoquirenent.
Qsestion: Und the last player action succeed? Why? Amsper:
Yee, the last player action (novo, seet) eacceeded because there flat ground the wost of player, alloving then xove in that directsion eithout any obstacles.
Question: Choose best executable
froe.
Ansper:
The best exocutable action from above is Hove West bocause the requirenent is nct, as the player is currently facing grass west) shich indicates flat ground left to the agent. This action will allos the player to explore and potentially find valuable
meweneenrStpp: Cunulative Revard: You took action rost_pest.
You see:
staps your aoutireast path stops to your norch-oast tree stops to your north-vest
table 2 stepa to your south-eaat
cou steps your north-vest
You face grasa at your front (seat).
bealth: 9/9
food: 6/9
drink: 5/9
energy: 8/9
Your inventory:
atone: 1
iron:
pickaze:
stons pickazw:
148

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Question: Action
Ansown:
Hove Eas:
Queation: objacts
oiservation. each object, breifly
it providea and its
requirmmnt..
Ansvor:
Stame Providea rescurce: stone; ieguirseent: stons ppcckaae to collect.
Providea
Requiremet::
Tree Proci resource: wood; Requitmmnt:: wood pickaze to enllect..
4. 7abla Providea rescurow: none; Requiremet:: used for crafting tools and veapona.
6. Con
Providea resourcw: food and Teather; Requirenent: veapon defent (e.g., vood, stone, or iron avord).
Greas
Providea
Reguirmant::
Question: Weat waa the last action taken by the player?
Ansow::
The action by player nove,
Queatiin:: For each objact in the list, are the raguirweent net: for interaction?
Ansowe:
Stane Yes, requirenents
stone, you stone_pichaze pickaae your inventory.
Path Yex, there are no reguirmeetts for interacting with the path.
3. Trea Yea, the seguiraaenta are sut, as you have wood piskase is your investory.
Table Yes, the requiresents
you have crafted various tools already, and the table is available for further
crafting.
Cau Partially set, you don't cursently have vwapon (vood, stose, or award) is your lnventory, but you can craft
one using the table.
6. Graza Yex, there
requireeents for interacting with the
Queation: List top aub-tanke the player should follow. Indicate their priority out of 5.
Anaver:
Graft veapon (e-g., wood,
evord) to defest raintain your health.
and obtasn food Prioriay: 5/5, food Level
6/9, you
2. Collect good fron the tree using your good_ picaaee to cratt more itens and tools Priority: 4/5, considering the tree's proxinity, it sould
gather wond resources for future crafting.
3. Drink water from nearby vater source to increase your drink level Priorsty: 3/5, as your drink level is 5/9, addreosing this soon will anaure your survival in the gaze.
Osestion:
requirenents for the top aub-tack? What the player
Ansow::
The top eub-tack is cratting a reapon (sood, stone, or izon spord) to defeat the con and obtain food.
Bequironcnte crafting seapon aze:
1. Wood Sword: Hearby table and wood in iaventory.
2. Stane Svord: Hearby table, wood, and stone in inventory.
Sword: Hearby table, furnace, wood, coal, iron inventory.
Baxed on your inventory and available recources, you currently have enough resources to craft Stone Sward (you have a wood, stone, and nearby table).
the playor should do first:
1. Move to the nearby table by going cast two stepe.
2. Grads the Stone Sword at the table (esace you already have good and stone your investory)..
Question: List top actions player chould take actions. Indicate their priority out of 5.
requirenent for action. Choose DNLY frox the 11st all
Ansper:
Priority Nove Bast Requirement:
ground
to agent. (Nove tosards the table)
Peiority 2: Hove Bast llequrreeet::
ground right to agent. (Nove the table positicn)
3. Priority 3: Make Stome Bword - Requirenents: Hearby table; 2ood, stone in investory. (Craft the Stone Becrd)
4. Priority 4: Hove Vest Requiremen:: Flat ground left to the agent. (Nove towards the cos)
Priority Nove North Requiresent:
ground above of agest. (To the
defeat get
Question: For each action in the list, are the requirenente net?
Ansver:
Priority Nove East Requirement: Flat ground right agent. (Nove topards table)
Yos, the requirenent i5 zet.
2. Priority 2: Hove Bast Requiremet:: Flat ground right to the agent. (Nove the table positica) Yea, the requiresent is (asausing the ground ressina flat after taking the firet
action).
3. Priority 3: Make Stome Sword - Requirenents: Hearby table; wood, stone in inventory. (Craft the Stone Becrd) (ufter noving the table).
Yea, the requizerenta
Priority Hove Vest Requirenent: ground left to agent. (Nove tovards the cou)
Yea, the requicerant is set.
Peiarity 5: Nove North Requireant: ground abave of agent. (To reach the defeat. get food) The requirement will be if the ground resaina flat after moving Lowarda the cow.
Queatiom: Did the last player action succeed? Why? Ausver:
Yee, the last player action, peso, succeeded. It succeeded because there vas flat ground (grass) to the pest the player, alloving then to nove in that, disection.
Dreatimm:
best, asecutable
from
Anaver:
The best exocatable action from above is Priority 1: Move East Koving towards the table, as the requireront of flat ground right to the agent net.
149

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Stap: 96, Canolative Revard: 0,0
You took action 2070_0ast.
You 208:
stone 3 steps to your south-east
path 2 atepa to your northrwest your norch-weat
stepa
table steps to your anuthreast.
cow 5 stegs to your north-yea
You grazs your
Your statua:
bealth: 9/9
food: 6/9
enargy: 8/9
inventory:
atons:
coal:
sron:
pickase:
pionk_pickass:
QA
Queat:ion: Action
Anspec: Move innt
Qsestion:
List objects
observation. For each broifly
provides and ite
regeitwentt
Ansver:
1. Stane: Provides stone ar resource, which can be used for crafting toole, veapone, and building structures, lequaremens:
Stone pickaze higher collect.
2. Path: Provides case of rovenent and cavigation. lo direct resources provided. No requiremens.
Tree: Provides uood
for crafting tools, vespons, voilding structures. Requirenent: kood
level
packaze
4. Table: Provides surface for crafting various tools and reapons using the resourcee collected. Requirenent: Wood build place the table.
6. Coz: Prorides food as recource when defeated, holping to replenteh the hunger bar, Bequirenent: Defeat the con ucing wrapon (e.g., wood avord, stone svord, iron sword).
Qsestion:
action taken by the playor?
Ansver:
The last action takee by the player was nove_cast.
Question: each object the list, are the zequirezeate interaction?
Ansper:
1. Stane: Yes, the requirexente are net for interaction because have prone_pickaxe in your inventory, which ie suitable collecting
2. Path: Yea, the requirenente are met for interaction as there are no specific requirenents for using the path. You can sieply aove along it for easier navigation.
Tree: requiremente
interaction because you wood_ pickaie in your inventory, which for collecting wood from the tree.
Table: requirazents
table already placed atepa your south-east. You craft itens given you have the accessary resources.
for interaction
interact
6. Con: Yes, the zequiremnnt are not for interaction, although don't have specific seapon in your inventory. You can wood suord, evord, irom sword first
defeat the con your pickazes nore efficient interaction.
weapon
Question: List top sub-tasks the player should follou. Indicate their priority out of 5.
Peiority Bi Replenish thizst by finding source of vater (lake river) and interacting with it to collect drick, your current drink level i5 6/9.
Priority Increase your food supply defeating food to restore your hunger bar, currently at 6/9.
scepe your north-west, which will provide you
3. Priority 3: Graft weapon (o.g., wood svord ex stone aword) as the table 2 steps to your south-oast to improve like the
ability defend yourself and
afficiently.
Question: What are the requirenents for the top aub-task? What should the player do fixet?
Ansowe:
for top sub-task (Replenish chirst): source of vater
river)
Interact with the vater source to collect, a drink
should player do
The player should begin awarching for water source by observing their aurroundings and than move Loward it. the player already knows the location of a nearby water source, such as a lake or river, they should start noving in that direction. Erploring the environeent. will help the player Tocate suitable water sourcw to replanish their thirst.
150

---

Question: List top
player should and requirenant for action. Choose ONLY frox the list all actions. Indicata their priority out
Ansver:
1. Priority 1: Nove Vest (Roquiremen:: Flat ground left to the agent) The player cuzzeatly faces to the weat, and find
roving help explorw the environeent
2. Priorisy 2:
Hove North (Requirenent: Flat ground above the agent) If ueat is not the right direction tovards a vater sourcw.
sourew, noving north can help the player aeplorw the anvironrent and find
Priority 3:
Nove Sooth (Hageirment:: Plat ground balow agent) ueat and north are not auitable directions, esplorw the acvironeet by aoving south to find uater.
Priority
right agent) Returning starting point noving will further bely the player wxplorw the environent
Best (laguirwent:
vater aourcw.
5. Priority 5t Do (aqqiiraant: Pacing creature naterial; havw necessery tool). Once the player finda vater with collect
they should
replenish thiir thirst.
Queation: For each action in the list, are the raguirments nat?
Ansowe:
Priority ground.
Yee, requirenet net, player currently facing grass sest,
Priority 2: Nove North Yee, the reguireent There is flat ground above the agent obstacle mentioned
3. Priority S: Nove Sonth Yee, the regeirezent is net, There in flat ground below the agent since no obstacle in rectionnd
in the anuth diraction.
Priority 4: Nave Bast Yee, the requiremmt is net, The player has just roved from east to west, en there most flat ground to the wast.
Priority
regsirmmet
player discovered
yet.
Qreation: Did the last player action auccendd Why?
Ansver:
Yes, the last player action (nove, (novo_ears) eart) succeeded because there var flat ground to the east, which alloved the player to vove in that diraction.
Qsestion:
executable action
Ansow::
The bast exocutable action fron above Priority 1: Nove West, The requirement 15 zet, as there is flat ground to the agent" left (seet), and will help the player explore the environnent eearch of
Stop Cunulative Revard: 0.0reeeeeaee You action pest.
You see:
stone steps
south-east
path stops to your norch-oast
tree stops to your north-vest
table 2 steps to your south-east
You grass at your (gest)..
Your starus:
bealth: 9/9
rood:
drink: 8/9
energy: 8/9
inveatory:
stone:
coal: 2
good_ pod_picii
stone_ptckaxee:
QA
Queation:
Ansver: Hove East
it provides and its 1. Stone: Provides stone matorial, which can be used to craft tools and weapons; requizes wood_pickaze or stono_packare
Question:
List objects
observation. each object, broifly
vequirenent.
Ansver:
Path: Provides
wallaable azea vithout any resources.
3. Tree: Provides vood naterial, shich can be used for crafting and building; requires no particular tool to collect,
though using nsw ray apeed the process. crafs
Table: Providea
seaposs, ether icers; requires wood build place. Grans: Acts as simple terzain elenont, specific resources oz zequirenents.
Question: What was the last action taken the playor?
The action taken by the player waa "nat".
Queation: For each object in the lixt, are the requirweents net. for interactios? Acsver:
151

---

Stone: Yes, requirazents
you vood,piciaze and stone_pickare in your inventory.
Path: Yea, there are no apecific requireents to interact with path. You can walk on it frealy.
3. Tree:
Yes, there are no apecific requirenent to internct with free and collect wood feor it. Although uaing an aze any speed the process, it is not requirenett.
crafting without 6. Grass: Yes, there are no specific requirezents to interact with grass as it is just a terzain cleaent, You can walk on it freely.
Table:
Yes, requirmants
becsuse the table is alrandy built and placed, You
any additional requiseenta.
Queation:
List top aubstanton the player should follow. Indicabe their priority out of 5.
Ansver:
1. Priority 4/5: Find vater and drink reataze thirst (drink: 6/9). Drinking sater is essential to maintain your largane
Priarity 3/5: Find food or bant cou atepa to your north-watt) to reators fond lavel (food: 6/9). Your food level not high, and inproving it will help ensure your survival.
S. Priority 2/5: Collect. rаsоurсиs (wond, stone, iron) and craft better tonls seapona, 1ike an iron pickaza aword. Tt afficisncy and protectios fram
will
the gase.
Queation: Vhat. are the requiteennt renenta for the tap aub-task? What. should the player do firxt?
Ansowe:
Top Sub-task:
restore thirst.
Requirazanta:
Locate vater nource such Lake,
strest.
Interact with vater sourcw drink.
What. should the player do first:
The player should start by locating a water source their immediate surroundings by exploring envircnment, water source 3x found, they should nove tocards i5 and inberact with it to drink and restore thatr thiret level.
Qsestion: Last actions the
should and requirenent for each action. Choose ONLY frox the liet all priority
Ansow::
1. Priority 1: Nove Bast (Hlquirenet:: Flat ground right to the agent)
Hove in the diraction get cleser the path and tabla.
2. Priority 2: Hove Borth (llquuremen:: Plat ground above of the agent)
Move in the north direction searching for unter source to rastore thirat and wlan to get: closer to the tree for collecting wood needed.
Priarity 3: Nove Wext: (Baquirment:: Plat ground left to the agent)
Hove in the west direction to explore the environment and potentially find a vater source.
Priority 4: Hove South (Roquirement:
ground bolow agent)
Hove in the south direction to explore the environment and potentially find a vater cource.
Priority 5: Do (Requirexent: Facing cresture naterial; have necessary tool)
Interact with water source found while exploring, using the nocestary tool any) to drink restore thiret.
Question: For each action in the list, are the zequirenente nct?
Ansper:
East: Yea, requizenent for noving east (clas ground right the ageat) not, as player can see a path steps to their north-cast.
Hove North: Yes, requirenent for north (flat ground front (veet), suggesting flat ground is available for novenent all cardinal directions.
ageat)
player grass their
3. Nove West: Yes, the requirenent for noving west (flat ground left to the ageat) is zet, as seen in Flayer Observation Step 19t, where the agent took action
4. Hove South: Yes, the requirenent for noving south (flat ground beloy the agont) is zet, as the player sees grass at their front (veet), suggesting flat ground is available for novement in all cardinal directions.
Dos Currestly, requireneat for action (facing creature or naterial; have necessary tool) is act, the player i5 only facing grass, and there is no mention of a nearoy sater cource or the tool needed to interact with it. The player will need nove and exploze to find the vater scurce before this requirement is net.
Qsestion: Did last player action eucceed? Why? Ansver:
Yee, the last player actioon "pove_west" eacceded. The player was able to move in the west direction since thore was flat front then, allowing then change their position.
ground
Question: Choose the best executable action from above. Ansver:
The exocutable action from the 1ist above "Nove East" it will bring the player closer path and the table, it ncets the requirenent having flat ground to the right the agent.
Stap: 86, Cunulative Revard: 0. O.Q You took action zove_cast.
You
stone steps to your south-oast
path 2 stepa to your nor thrtht
tree 4 stopa to your north-vest table ataps your anithrwast.
You face grass at your front (sest).
152

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bealth: 9/9
drink: 5/9
energy: 8/9
inventory:
stone: 1
coal: 2
pickase:
stone_ pickkss::
QA
Ansowr: Move North
Queatiam: objecta
observation. each object, breifly providea its
zequiremett.
Anaver:
Stame:
crafting building structures. Requi rerent:: lien wond, pickaze or better lest stons.
provides:
Path:
providex: Feater
Requisemen:: apecific ruquiremntt, just it.
3. Trew:
provides: naterial crafting building structures, rement: Uhe any type of pickase or axe collect the wood.
Table:
provides: place
veagons,
remen: Stand sear
accesa the crafting interface.
5. Graze:
create pathways landscape foaturee. sequirenent: Use any type of pickaxe or shovel to collect the grace.
provides:
Osestion:
Vest last taken the playor?
The action by player was nove, mast.
Osestion:
For each object liet, the requiresente interaction?
Ansver:
Stane:
Requirenents met: Yes, you have wood, wood_ pickaxe and a stone_pickaze in your inventory. You can use either to collect the
Path:
Requirenetts met: Yes, can valk on the path there are no epecific requiremente for interaction.
Zree:
Bequirencsts zet: Yes, you have wood_pickaxe and a picco_e in your inventory. Vhile using an aze would be nore officient, you can still use either pickaze to collect the wood from the tree.
Sequirenents zet: Yes, you can interact with the table to craft itens ar long as you stand near it.
Grass:
Requirennts
you wood, pickaxe stone, pickaze in your inventory. ueing officient, you can still use either piciazo to collect the grass.
Question:
sub-tasks player should follow. Indicate their priority
Ansver:
increaze food and drink levels (Priority:
Bab-task: Find and eat food (e.g. collect fruite, vegetables, oz bunt anivals) to Increase your food level. drink
Sub-tack: Find
drink level.
2. Collect resources for crafting and building (Exiority: 4)
Sub-tark:: Collect stone and sood from zearby zateriale to improve and create tools, seapons, and structures. Sub-taak:
irea if available upgrade your
vespona.
3. Ensure eafety and energy (Priority:
Sub-task: Build find sbelter to
youraelf fron potential threats and zeat. sleep) shen your energy level los recover zaintain perforeance.
Sub-task:
Question: Weat are the requiremena for the top aub-task? Viat ahould the player do fixat?
Ansper:
Requizanents top aub-task (Increase food and drink levela):
fruita, vegetables, 2. Locate vater scurce such as lake or a river for driniring.
sources
(u.g.. coua) for bunting.
The player should
find food since vogetablos nearby, or increase the food lavel.
aligatly level (6/9) cospared drink level (6/8). Look get food itexs, compuse thon
plante
top actions. Indicatt their priority out
player
requiranant
DRLY
Ansver:
Priority 1: Actiion Move North
Reguirenent: ground agent
153

---

Rationale: Moving tovards
stepa north-vest lead rinding fruita, shich be food.
Priority 2: Action Do
Bequirenent: Facing creature or naterial; have necessary Tool
Rationala:
loswted and player facing they collect fruitt waing "Do" action.
Priority 3: Action Eat Plant
Requirasent: Place Plant
Rationale: collecting fruita, the player
their food
Priority 4: Action Move East or Nove South
Bequirenent: Flat ground right to the ageat (foz Hove East) and Flat ground belov the agent (foz Rove Bouth)
Rationsla: player should weplorn
stapa
way
Priority 5: Action Collact Drink
Requireeent: requireneni
Rationale:
source (like lake) found, player should collect the increase their
Question:: For euch action in the liat, are the zeguirenents net?
Priority 1: Actiinn Hoew
Requizenenta are sul: The reguirsment is flat ground above the agant, and there in no indication that there in obstraction.
Priority lequirezents are NOT net: The player is currently facing grass, not creature or asterial.
Do
Priority lequtraments are net: The player has not yet plaaced plant, no they cannot eat 18.
Priority Action Hove last Nove South Reguirmeents
agent ground agent, player bast observatioon, indioating path clear.
ground right
Priority S: Actioo Collact Drink
Roquiremente net: player has not yet
source
Qseation: Did the laxt player action auccend? Why?
Ansper:
player action
action bacause there flat ground (graze) move in that diraction.
player, alllowing
Qsestion: Choose the best executable
Ansver:
The best exocutable action from the List above is Priority 1: Action Nove North, as the requirennts are not and it allove the player to nove closer to the tree, potestially tinding trasts rood nource.
Stop: 99, Cunulative Revard: 0.0 You taok action porehh
You see:
stone 3 steps to your south-east
stops your north-east stops your north-vest
table steps to your south-east
You
your (pest).
Your status:
bealth: 9/9
food: 6/9
energy: 8/9
inventory:
stone:
coal:
iron:
piciasee:
stone_pickaze.
Q4
Queation: Action
Ansper:
Question:
List objects in the current observation. For each object, broifly anseer what resource it provides and its
requireant.
AnsveE:
Stone: Frovides stoze resourco, requires pook_pickare or stome_picians to collect.
Path: Provides clear
travel requirenent to interect with. requires
stcas_pickase collect. weapons; zequires wood to create, itens wood, stone, coal, craft toola and vespona.
Provides voed
Table: Alloss crafting
Grads: basic ground
specific resouzces provided or requiremena interact with.
inventory resourcws
their usea:
Stone: Used to craft stone tools, seapoas, and furnaces.
Coal: Used ax fuel to smelt iron furnace.
Used
veapons.
154

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Voodppiciae:: Used to collect wood and Stane_pickane Uladd to collact wond, stone, and iron rHRCUrONR.
Question: Vhat was the last action taken the playor?
Ansver:
The last action taken by the player wuz "nove_north."
Queation:: For each object in the liat, are the requireeents nwt for interactios?
Acsver:
Baxed on your inventory and the available objacts:
Stone: Yea, the requirenents are not since you have wood_pickaze and stose picce_pickzee to collect stone.
regiirmenta
specific requitenens
path, you simply
on
Troe: Yea, the requirenent are net aince you have sood_pickase and a stose_pickaze to collect vood.
Pahla: An the table is already placed, there are no addittional reguireeent interact. with it. You use craft. your inventary.
coola seagona you the secepary
Gross: There are no specific requirenenta interact with grass, so the requirenenss are set.
In sumsary, the reguirannna are nst for interaction with all abjacts in the current observation.
Queation: List top subrtaaka the player should follow. Indicata their priority out
Ansver:
Priority 4/5: Collect more resources. Stnce inventory is relatively les some resources, consider collecting
helpful crafting additional
seapona the future.
2. Priority 5/5:
Brinie water to replentah your thiret. Your drink level is currently 5/9, so finding sater in nearby lake vater sourow drink should be priority to prevent dehydration.
Priority 3/5: Craft batter tools or ceapons. If you collect mnough resources, oepectally iron, you night want craft an fron pickaze and an iron aword for better afficiancy and cosbat. For this, you will need nore iron and a furnace to sxelt
Question: Viat are requirementa for the top aubrtask? What. should the player do firat?
Ansper:
Por the top sabetank (Callact nore resourcns):
Requitreentt::
1. Lacate nearhy resourows auch as atones, wand, or iron depoxits,
Sncure you have correct tools collect the resources (sood_pictaze for stone, etome_piciaze iron). Inventory space to hold collected ressurces.
What chould the player do firet:
Pind and approach nearby resource deponste, much stones or sood fron tree. you locate tron deposite,
stone_ _ickk_eickaze to collect it. it's stone you're after, use your pickaee efficient collection. Make cure to keep an eye on your investory to cacure you have space for the collected resources.
Question: List actions the player chould and requirenent for action. Choose ONLY frox the 1ist all actions. Indicato their priority out of 5.
Ansver:
1. Priority 1:
Hove Bast (Action 2) Requirement: Flat ground right to the agest. Hovo towards the table to
crafting capabilitios.
2. Priority 2:
Nove Bouth-East (Action not listed) or coubine Nove South (Action 4) and Hove East (Mctioo 2) Flat ground in the dectred direction(e). Approach
Requirement:
collect
3. Priority 3: Do (Action 6) Requirement: Pacing stone resource and have a necessary tool (wood, srood_pickaae). Collect zare stone using the vood_pickaze.
Priority Nove Borth-Last (Aetion not listed) or combine Nove lortth (Action Hove East (Action Requiteeeet:: Flat ground is the desired direction(s). Bead towards the path to explore and find more resources.
Peiority 5: (Action B) Requirement: Facing tree resource and have necessary tool (wood_pickaze). Collect more 2ood fron the tree using the pood_ptccazr.
Question: For each action in the Ansver:
the requirenente nct?
1. Hove East (Peiority 1): Yes, the requirement is net. The agent is on flat ground and can move to the right (oass).
Move Bouth-Euat (Prioricy 2) cosbine Bouth Hove Yea, requirenent is agant south
east separately reach the stone resource since the gaze does not have direct south-east action.
3. Do (Priority 3): Yes, the reguiresent is aut. Vien the gata to the atose resource and standa in front of it, the has pood_pickazo tool, vhich is neoded collect
4. Move Korth-Eust (Prioricy 4) or coxbize Mave North and Hove East: Yes, the requirasent is zet. The agant can move north and east eoparately reach the path since the gaze does not have direct north-oast action.
(Priority E); Partially. agent will be able to fuirill this requirenett. The agent has a pood_pickare teol, shich is needed to collect wood.
agent not currencly facing the tree, but upon noving adjusting its positien, the
Question: Did the last player action succeed? Why? Ansver!
Yea, the last player action sucomeded. The player vaa able to nove north bacause there vas Clas ground above the agent, alloving then to move in that direction without obatacles.
Question: Chooae best executable action Irom aboce.
Assver:
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The executable action above Priority Nove (Action, requicesent this action (flat ground right the agent) net, it brings the player closer tabla, allowing aсcнas crafting capabilitioa.
sesessennSSop: 100, Cunulative Reward: O.Orea Dre You taok action
You nen:
stone 3. staps to your southrwaat
path 2 atepa to your northreaz
steps your narthrewst.
table ataps to your south-wast
You fRom
your front (swxt))...
atacus:
bealth: 9/9
Food: 8/9
enargy: 8/9
Your inventory:
sron:
sond pickase:
stono_piciaze:
QA
Queat.ion: Action
Ansper:
Qsastion:
List objects in the current obeervation. For each object, breifly ansver shat resource it providee and ise
Stane: Provides stone resource, requires a wood pickape or better to collect.
2. Path: Provides flat area to walk on, no spacific requimeenta to interact with.
Tree: Provides uood
specific tool to collect, but tool like
officient.
stese, requires spacific resource, servea flat surface nowwenn and building.
crafting
tools
placed buils.
Qsestion: Vhat
last action taken the player?
Ansver:
The last action takeen by the player was "nove_cast."
Question:
For each object
the requircnente
intoraction?
Stane: Yes, the requirments are zet, as you have wood pickave and stone, pickate in your inventary.
2. Path: Yes, the requirenente are met, aithough you don't have
epecific requirenente are needed interact with the path.
you still collect wood sithout specitic tool. already placed nearby can 6. Grass: Yes, the requirexente are met, as no specific requiresente are needed to interact with gress.
Tree: Yee, requirenente
Yes, requirexents zet,
crafting purposes.
Questioa:
sub-tasks player should follow. Indicate priority
Ansver:
1. Collect nore rescurces (Priority: 6) dather wood, stone, and iron to craft better tools and baild better constructions.
This is high priority for progress in the
sources anixale plants your xeters. This is important to zaintain good health and continue playing.
(Pstority:
Crafs additional defead yourself gather resources more officiently. has modiun priority should pureuod after socuring cscestial resources and food.
ceapona needed (Priority:
any necessary veapons
Question: Vhat requirenents for top sub-tack? What should player firet?
Ansver:
Top sub-task: Collect nore resources
Bequiresents:
Use appropriate (woot_pickaze, stone_ stona_pickaze) collect apecific resources (atose, coal, iron) nore efficiently.
2. Locate and appreach the desixed resources (wood, stone, iron).
should player do first:
resource 2. Locate the nearest source of the destred resource.
Determing
highest priority cn player's currest neede inventory.
3. Approach and use the appropriate tool (if availabie) to collect the resource officiently. If the tool is not available, craft using
inventery, if passible.
Question: List top actions the player should tažs and the requirenent for each action. Choose OnLY frox the list of all actions. Indicata thwir priority out of 5.
Ansver:
Flat ground below agent. Requirmeen:: Orient yourself in the direction of the stone, which is stapa to your southrenat
Peiority Hove
Priarity Best graund right
agent.
Reguirmeett: Continus noving Lovard the atome resoures, which is currently atepa your aouth-east.
3. Priarity 3: Dn Pacing creature natarial; have the necusanry tool.
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stone_pickaxe your investory collact the 4. Priority 4: Nove North (socard the vater souzce) Flat ground abore the agent. Requireentt:
Requiresaat: you anoughi facing the atone afficiently.
your drink by finding
has deternined.
6. Priozity B: Collect Drink Bequizes finding a vater source.
Requiremett: Onnw you have reached the vater source, use the action Collect Drisk increaae drink vallw.
Queation: For each action the list, are the requiraments net?
Ansver:
1. Priority 1: Nove Bouth The requireneat is zet as there is flat ground belov the ageat, and the stone is 3 acepa the
2. Priorisy 2:
Nove East The requiceeent is zet as there is flat ground to the right of the agent, and this move wila bring the closer the atone.
Peiority
requirenent not yet zet. agunt needa aove closer the atone (south-eaat) and beforw using the atone, pickaxe to collact the stone.
Priority
spent, of uater sourcs still unknoun. agent should explors northward after collecting the atone.
requireeett partially
Priority 5t Collect Brink The requiremnt not yet The has not located source collect crink from. agent
bafora uaing
Collact
Qceation: Did the last player action succend? Why?
Ansowr:
Yes, the player action noving succeded. nove euccessful becaure there flat ground direction that allowed the player to move.
Osestion: Choose the best executable
fron
The wcecutable action from the above Priority i: Noow South, hax net requilmment having ground below the agent, and i5 will bring the player closer the stone resource.
StaeeesStap:: 101, Comllativn Rouard: O, O.Greeeennnn
You took action 20ve_couth.
You aen:
stone 3 stops to your south-east
path steps to north-east stops to your norch-vest table steps to your south-east
cou 6 stepe to your north-vest
You grass at your
Your statuc:
bealth: 9/9
food:
drink: 6/9
energy: 8/9
inventory:
stone:
coal: 2
stone_ptckaxe:
QA
Question: Action
Ansver!
Hove South
Question: List objects requirenent.
obsorvation. each object, broifly
provides and its
Ansper:
1. Stone: Provides stone as resource, shich can be used to craft tools and build structures, Bequires vood_ptciazee atronger collect.
2. Path: Provides ne resourcee. Requires no requirenents, it is just a terrain feature which may be easier to traverse.
Tree: Provides vood
which used to craft tools, weapens, and furaiture. Requires sood_pickaze
stroager to colloct.
4. Table: Provides crafting surface. Bequires wood to craft and place first.
Provides seat as rescurce, which can chase and defeat/eat.
food source zestore health. Requirea no special toola
Providea
Requires requireenns, it just terrain feature.
T. picd_pickasa (in inventory): Peovides the ability to collect. resourows like vood and stone. Raquirea wood to craft it.
St.me_pickaze inventory): Provides abilisy
Requirea
craft
9. Coal (in inventory): Peovides fuel for the fursace to smelt iron. Bequizes a pood_piciaze or stronger to collect.
157

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10. Iron (in inventory): Provides the ability craft iron and veapons. Can collected with scoue_piccaxe stronger.
Question: Vhat waa the last action taken the playor?
Ansver:
The laat action taken by the player sua "nove_aouth".
Queation:: For each object in the liat, are the reguirmeents nwt for interactios?
Acsver:
Stane: Yex, the requirments are set as you have unnd, pickase and stone, stone_pickace in your inventary.
2. Path: Yea, there no reguirenenta to interact with the path, and it can be traversed fresly.
Tewe: Yea, the ruquirments are aet you have sond_pickars in your inventory, which can be used to collect wood.
4. Tablw: Yax, the requirwents are snt the table hax already been placed, and you can wae it for crafting.
Yea, there are no special tool requiresents to interact with the cow, and it can be chased and defeated.
6. Graza: Yea, there no ruquirements interact with grase, und you can valk Chrough it.
pickazi (in inventory): Yea, the requirerants sare nwt: when you crafted it, and it can now be medd for callacting rевourcиa.
St.me_pickare inventory): Yea, the requi сиасurсиа.
you craftted it, and
he uaed for call mallecting
9. Coal (in inventory): Yau, the requirementa were net when collacted it, and it can now be used as fuel furnasw.
10. Iran (in inventory): Yea, the regentennt vere net when you collected it, and is can now be used to craft fron tools and veaponss.
Qseation: top
player follow. Indicabe their priority
Ansowr:
1. Priority 4/5: Collect more iron with the stone pineepe for crafting iron tools and weapons, Look for tron. ore and continon coll lecting strangthen your equigment.
2: Priority 5/5: Find vater source to drink, as your current drink level ie 6/9, Drinking from lake, river, or another water smurcw will help reatare your thirat laval.
Priority 3/5: curment food lavel 6/9. This will help naintain your charactar's is overall health statue.
defeat/est the steps your north-vest restore your bealth food levele, your
Qsestion: Vest
requirenents for the sub-tack? What should the firat?
Ansver:
Requirenente for the top sub-task (Collect more iron):
1- Find an iron ore vein.
Use the etone_piciaxe the inventory collect the ires
The player should first nove tovards the stone that 18 steps to the south-east, an there 18 chance it could be an iron oze vein. Unce the player reaches the stone, they chould use the stonc_picikaze to collect the iron ere 12 it is indeed iron
Question: List top actions the player chould take and the requirenent for each action. Choose ONLY frox the list of all actions. Indicate their priorisy out of b.
Amsver:
Priority Xove
(Roquirement:
ground
agent)
2. Priority Nove Bast (lequirement: Flat ground right to the agect)
8. Priority Nove East (Roqureeenn: Flat ground right to the agent)
Priority Do (Requirenent: Facing
have stone_pickaae scventory)
Priority Hove
to find water source drinking (llequtremen:: ground above agent)
Qsestion: For each action in the list, are the requirenente not?
Ausoer:
Priority 1- Nove South: Yes, the requiresent (flat ground below the agent) aot as the player just noved south and there is no indication of obstacles bolow thea.
2. Priority 2 Nove East: Yes, the zequirement (flat ground right to the agent) is net as there is no moation of obstacles
to player's right (east).
Priority Nove Bast: Yee, the requirement
agent) zet as there is no mention obstacles co the east. Bosever, after pazferning the second priority action (Hove East), observe the surroundings to ensure that the path remains clear.
ground right
Peiority De:
stous_piclaxe requiavnent (faciag
stone; have acons_pickaze
inventory) is partielly
player has
stone. Aftez partorning the previous actious (Nove South and Kovo Fast), they will likely be faring the stone they sau at stop 200.
their inventory,
they need
B. Priority 5 Nove North to find a water souzce for de drinking: The requiresent (Clas ground above the agunt) is nut the source unimoon. The player will need north and observe
position, but the visibility of their ourroundiage locate vater source.
Question: Did the last player action succoed? Why?
Anaver:
Yea, the last player action tnove_pouth succedded because there was flat ground the south of the playez, allowing thas to nove in that direction.
Question: Choose best executable action fros, Ansver!
The best ezecatable actioo from the list is Priority 1- Move South, aa ita zuguirmeent (flat ground belov the agant) is ant, and it holpa the player progresa tosarda the stons they previously pas.
Stap: 102, Comulative Bavard: 0.Deeeeeen*..
You Look action sove_h
158

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You se8:
stone 3 stapa to your southewaat
path 2 stepa to your norch-east
stepa your narchrowat. ataga to your southreast
You faow wt your front (veat)..
bealth: 9/9
food: 6/9
5/9
eawrgy:
Your inowntory:
coal:
tron:
wood_piee pickase:
pickaze:
QA
Question: Action
Ansper:
Question:
List objects in the currens observation. For each objact, breifly anscer shat resource it provides and ite
requirment.
Stane: Provi des stone resource; requires wood pickaze or better to nine it.
2. Path: Providea flat ground for eaay novesent; no requireenta.
Tree: Provides uood
requires
better
sespons; requires Provides sqace for placing objesta valking: no requi rweenta....
Notw: The cou anntloned in 202 not prasent in step 204, t not included in the currest. observation Hat..
Qsestion: Vhat wad the last action taken by the player?
Anager:
The
nove_routh.
Qoeation:
object the lixt, are the reguirwaents interaction?
Ancper:
Stane: Yes, the requirezente
for interaction,
both pickase and
investory.
Path: Yes, the requiremente are met for interaction, as there are no specific requirennts for interacting 9ith a path.
3. Tree: Yes, the requireente are net for interaction, as you have good piciaae in your inventory.
Table:
requirezente
for interaction,
the esvironsent.
Yes, requirexente
opecitic requtrenente interacting grass,
Question: List sub-taske the player should follow. Indicate their priority out of 5.
Ansper:
of 2. Increaze drink level: Find a lake or vater source to drink froz (Priority: 4 out of 6).
Increase level:
gather
sources, like fruita (Friority:
3. Collect nore resources ruch as stone, iron, and wood: Collect more resourees create better tools, reapone, and 6).
(Pxiority:
Osestion: Veat are the requirenents for the top sub-tack? What should the player do firet?
Ansper:
Bequirenents
(Increase food level): gather
The player chould first:
Locate searby fruit-bearing and
Question:
List top actioos the player chould take and the requirenent for each action. Choose ONLY frox the 1ist of all actions. Indicate their priority out of E.
Ansper:
Priority
(Requirement:
ground
agent)
To upproach the tree in the north-vest direction to potentially collect fruits.
Peiority Nove (Beguiraant: ground
After approaching
fruit, touards
sorth-wust
3. Priority 3: Do (Ræquiraatt: Facing cou)
chase the and
food resteration.
Peiorisy 4: Nove East (Raquiraaen:: Flat ground to the east of the agent)
To approach the table in the south-oast direction.
Peiority
(Requizemet:: Hearby table, vood atome inventory) "T craft a stone avord for botter defease against monsters.
Question: For each action
the zequirasents net?
Ansver!
1. Hove Kest
Bequizerant: Flat ground to the west of the ageat.
the requirment net??
player grass
ground
2. Nove North
Requi treaet:: Flat ground to the north of the agent.
the requirment out? player
in leat ataps,
is expected north.
159

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(chase cow)
Sequicerent: Facing cau
Is the zequirezont net? No, currently, the player is not facing cou and needs approach it first.
Bequitesent: Flat ground to the east of the agest.
Is the reguirweent nwt? Yeu, therw's path stepa to the playar's north-wast, flat. ground is expected the dizection.
5. Make Stoce Sward
Bequirerant: Heazby table, vood and atose in inventory
requirment
player only
investory, and they
Question: Did the last player action auccead? Mhy?
Ansow::
the player action (sove, anuth) aucoeeded. detarsine because player's clservation step 204 reflecta changes the envirommnn: after aoving south, and there no indications any issues obstacles prezenting the player from taking this action.
Qsestion:
Ansow::
The beat ezecatable action from the list provided is to Rove Veat. Thia action nesta the requiceeat of having fla ground wnat of the the player faces their front (veat)..
You Stap 103, Comulative Baward: 0. 0.Geeeeeeeen
pest.
You sea:
stone steps
south-east steps your stepu to your north-owat.
table 2 steps to your south-east
You grass at your
Your statua:
bealth: 9/9
5/9
energy: 8/9
inventory:
stone:
coal: 2
stonee ppccosee
QA
Osestion: Action
Ansver: Hove South
Question: objects
obsorvation. each object, broifly
provides and its
requirenent.
Insper:
1. Stone: Provides stose resource, zequires wood_pickaze to collect.
Path:
provided, requirenent.
Tree:
resource, requires pock_pi to
Table: Alloos crafting of tools and seapons, zequires seed in inventory for placezent.
5. Grass: Bo resource provided, no requieeent.
Question:
last taken the playor?
Insper:
The last action taken by the player was nove_west.
Qsestion:
object 11st, are requirenente interaction7
Ansper:
1. Stone: Yes, the requirexente of having pickaee to collect stome are nct, the player has in their inventory.
requizenstaa for interacting with path. Zree: Yes, requiresents having pickaee collect
Puth:
xet, the playez Table: Yes, the player has a table nearby, so they can interact with it to crafe tools and weepons if they have the
inventory.
4.
There zesourewa in their inveatory.
requirnnens for iateracting with
Question: List top sub-taska the player should follow. Indicate their priority out of 6.
Ansper:
Collect
(Priority:
Since the player's ls inventory is relacively low stone iron, it
collect more resources.
2. Beatore food and drink lasela (Priarity: 5/5):
player's food and drink lerela and respectively. Beatoring
should prierity saistain
3. Craft better tools and player
pickace (Priority: 3/5):
sitor_picckase. Crafting improve their ability collact resources and defend thensulowa aguinat potantial threata. Houwver dependa on the availability of required resources.
such pickase, snapona
Queatian: Viat requirement for the tap sub-task? Vhat abould player firat?
160

---

ALsPOE:
Top Soh-Task: Collact norn rRROUrCRa
Beguirezents:
and approach
(stone, iros, coul), being mindful any potential
falling
hazards).
2. Use the appropriate tool (scod_pickaze for atese and ceal, stone_pickaze for iron) for efficioat and effective resource collection.
Monitor inventory space avoid everfilling and being unable carey additional
First action:
The player should navigate to the atone they aue stapa to their south-mas: and use their stone_pickaze to collect it.
Question: List top actiona the player should take actions. Indicate their priority out of E.
requireeent for action. Chonse DNL frox the liat all
Ansowr:
Priority Nove Bouth-Eaat (Action Requirmeent:: Flat ground diagonal the agent.
Rationsle: The acone resource acega the soath-east, and xoving in that directios get player closez.
2. Peiority 2: Nove Bouth (Action 4) Bequizements: Flat ground belov the agent. Nationale: noving stone resource.
south. Mowing
directly bring player
Priority 3: Do (Action 5) Requirenents: Factng the resource
south-east); have piickee (alrendy
in inventory). Ratiomal:: collact atone rwsource, the player needa to face atone use the atone_picken to nine
4. Priority 4: Hove North-East (Action 2) Raquireeenta: Flat ground diagonal the agent. Rationale: Atter collecting stone, the player should navigate back table stope south-east, mxst will be the best way to return.
Priority 5i Place Purnace (Action Requtrenents: Stone inventory (will collected after the stone). place
Nationale:
gathered stone, player crafting of from toola and иааpонx.
allooungg aealtinng
Qseation: For each action in the list, the requiraments not?
Anzper:
1. Priority 1: Hove South-last (Action 3) lequiremnts:: Flat ground diagonal to the agent. Yex, the requirmennts are set. The player can nowe southreast. to get closer to the atone.
agest. Ko, the regsirweents are currently not met. After noving aouth-wnst, the player night have the flat ground below then, and then they can nove couth.
Priority
lequirenets:: ground
Priority (Action B) Bequirenests: Facing stose resource stepe south-cast);; have stono_pickaze (already in the inventory). No, the requirerents are currently not net, The player needs to be near and facing the stone resource first, which will be noving couth-east and
possible
Priority 4: Nove Borrth-asst (Actioon lequirements: Flat ground diagonal the agent. Eo, the requireeents are currently not net. The player first has to move soutb-oast, eouth, and mine the stome before they northeast tovards the
Priority 5: Place Purnace (Action Requirenetss: Stone in inventory (will be collected after mining the stone). Bo, the requiementt are currentlly not net, The player needs to ruccesstully nime the stome, and then they can place the furnace
table.
Qsestion: Und the last player action succeedy Why?
Ansper:
Yes, the last player action (novo peet) eucceeded. The player able player, alloving then zove in that direction.
because there flat (grass)
Question: Choose the best executable action fron, abore.
Ausver:
The exocutable action from above Priority 1: Move South-East (Action flat ground diagonal to the agent. This action will bring the player closor to the stone recource.
requirenente net: there
tamessannSStp:: 104, Casulative Revard: 0, Deessnnaane You took action cove_couth.
You see:
stone 3 steps to your south-east
path 2 stupa to your northewast
stops your north-vest table steps to your south-oast
You face grass at your front (gest).
status:
health: 9/9
food: 6/9
drink: E/9
energy:
Your inventory:
iron:
wood pickase:
atone_pickass
161

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Queation: Action
Ansver: Move East
Queation: List objects in the current observation. For wach object, breifly unsver what rwaource it providen and ita requirenent.
Ansow::
Provides
for crafting tools, seapess, and building; requirea viod_pickaze better collect it.
2. Path: Dowa not provide any rwaorres,, acta sa as indication of direction or a route for mevigation.
B. Tree: Providea wood resource for crafting tools, seupous, and building; can be collected by hand or wsing pood_pickaxe
Table: Dowa not provide resourcwa but asta as seceasury tool to craft toola and weagoss; requirwa wond crafted.
5. Grass: Does not provide any sotable resourcea or interact; acta as a visually distingsishable terrain.
the observation, the aforesentione objecta be utilized the following
Stone: Collact using sood,pickaxe or stone_pickaze as user already has then in their inventory.
Path: Use ax guidance to navigata the anvironrant.
True: Oollact. wood with pick_pickese stone_ pickass.
it
weapons.
Question: Vaat, wea the laat action taken by the playue?
Ansper:
The
by player
Queation: For each object in the list, are the regsiresent not for interaction?
Ansow::
Stone: Yes, requirexente net for interaction. player has vood_piciaze stone_pickaxs their investory, which are enough to collect store.
for interaction. The player follow the path there opecitic requirenmt 3. Tree: Yes, the requirenente are met for interaction. The player has a pock_pt and stone_ ckakze, which can be used to collact wood from the tran.
Path: Yee, the requirenente path.
Table: Yes, the requirezente are set for interaction. The player can use the nearby table to craft toole and weapoce as needed.
Yes, requirexente are zet for interaction, grass not contribute any notable resources interactions.
Qsestion:
List sub-taske the should follow. Indicate their priority out
Ansver:
1. Priority 4/5:
Increase drink level The player's drinkt lerel is at 5/9, which should be increased to raintain a bealthy status. The player should search for water source (e-g.) lake) and collect water to dring.
Priority 3.5/6: Increase food level The player's food level like an anteal (e-grs cou) or plant to incresse their food level and maintain good henlth.
6/9, and would beneficsal to find food cource
Priority 3/5: Collect more resources The player should continue gather recources such so have sufficient supply that would help in crafting zoze advanced tools seapona or building shelters is the long run. This can be dote by interacting eith stance, treee, and potentiolly finding iron ores in the environnent.
wood, and
Question: What Ansver:
requirenents for the top sub-task? What should the player firet?
Requiremente for the top sub-task (increace drink level):
Locate cource (e.g., source.
pond) in surroundings.
Approach
3. Collect drinkable vater from it.
Vhat should player do first:
The player chould firet start exploring the environnent to find water source. They can nove in any direction (north, east, nouth, or west) until they locate vacez source nearby. Dace locaced, they should approach the water source and collect driniable water increase their drink level.
Question: List top actions the player should tažso and the requirenent for each action. Choose OnLY from the list of all actions. Indicato their priority out of 5.
Peiority 1: Hove East (Roquirenmn:
ground right to the agont) This help the player explore and a vater source to increase their drink levol.
Priorisy Nove enviroument and rinding vater cource.
(Roquirmenn:: ground above agent) This action will also in exploring the
3. Priority 3: Move South (Roquirenent: Flat ground bolow the agant) Similar to the provious actions, this will help the player cantinue swarching for
4. Priority 4: Nove Vest (Roquirenent: Flat ground left to the agent) This action will help in exploration and locating water sources, well.
Priority 5: Sleep (Roquireneat: Energy level is bolow zaximus) Qace the enargy level drops further, the player can use the aloap action Lo recover their anergy, shich will be ueceosary to saintain esploration and other requiced activitios.
Queation: For wuch action the list, are the zequiramenta Det? Ansver:
1. Hovw Bast: Yau, the requitenenta are net there is flat ground right. the
Hovw Korth: Yea, requiranenta
there is flat ground above the agent.
162

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requiranenta
flat ground below the agant (player just
the
observation)).
4. Move Neat: Yea, the requireeenta ace net un there is flat ground left to the agent (player just noved weat in the observation betore the last one).
Slaep: No, reguireeents
energy
currently
which below rasimux.
Question: Did the last player action succoed? Khy?
Ansow::
the player action auccesded. The sove_ actica auccmasful because theze flat ground below the agent, allowing then move the nouth diraction an per the requitenents Hatted that actionn
Queation: Choose the beat uxecutable action Irom: above.
The acecutable action above East, as it seata requirenenta and halp player weplorn potestially find a water souzce to increase their drink level.
Steeeeentap:: 165, Comulativn Raward: O, 0.
You Look action
You nes:
stone stspa to your southreaat north-east steps your north-ewat.
path stegs
table alapa to your southreast
You FNON your front (sextt)..
status:
bealth: 9/9
food: 6/9
enwrgy: 8/9
Your inowntory:
stone:
coal:
tron:
p
QA
Osestion:
Action
Ansper:
Question:
List objects in the current obeervation. For each object, breifly ansver what resource it provides and 15e
Ansper:
Stane: Providen des stone resource when nised with wood or stome pickare..
Requirement: Woood or stome pickaze.
Path: Doess't provide any zesource, but helps with navigation novenent.
Requirenent: Jone.
Tree: Provides vood Roquirement: or pickaze.
chopped
pickaze.
4. Table: Ecables crafting of tools and seapons from collected resources.
Bequirenent: Nust be placed fiat ground.
Grass: Doesa't is provide any resource directly, bet can be dug to collect dirt and clear the land for farning or building. Requirement: Shovel (optional).
Question:
last action taken by the playor?
Insper:
The last action takea by the player was nove_east.
Qsestion: each object lsst, are the requirenente interaction7
Ansper:
1. Stone: Yes, the requirexente are net you have wood_pickaze and ptckare in your inventory, alloving you mine
2. Path: Yes, the requiresente are met, as no specific tools or itene are needed to navigate and nove on the path. you wood_pickaze your inventory that be used chop and
Tree: requiresente
4. Table: Yes, the requirexents are zet, the table is already placed flat ground, allosing to use it for crafting seapona from collected
6. Grass: Yes, the requirexents are not as you don't need any specific tools to interact with grass, although having a shovel sould be nore officimnt for clearing land and collacting dirt.
Question: top sub-tasks the player should follow. Indicate their priority out
Ansver:
1. Priority 4/5: Find and drink vater restoze the drink level Your drink lsvel is currently E/9, so finding vater and drinking abould priority
dehydration.
2. Peiority 3/5: Collect more stone and fron Haring more stome and irom will enable you to craft better tools and veapons. You currantly have stone and iros in your inventary, gathering sore is axsentia).
163

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Peiority food
level currently Alshough insediate concern, findiig source soon will ensurw you'rw prepared to restore your level lnter when needed.
food
Queation:
requirmeenta top aub-task? What. abould player first?
Ansvec:
Beguiresents for the top sub-task (Find and drink vater to restare the drink level):
Laowte water sourew, such Lake river.
Appronch
Drink from water source.
The player should first locate water source in their surroundings by exploring the azea. Once vater source Iound, the
player should
Question: List top actiona the player should take and the requicenent for each action. Choose ONLY feox the list of all actions. Indicata their priorisy out of 5.
Priority Action: Hove Heat
Requiraeant: Flat ground laft to the agent.
Priority
Requirment: Flat ground right the agent.
Priority Action: Hore North
Requireent:: ground
agent.
Priority 4: Action: Hove South
Requi rreent: Flat ground below the
Priority Action: Sleepp
Requiraaant: Energy level ia below the ras inus.
The player
moving
explore aurromdings
find water source. thwir energy level is low, they ahould aleep to reatore energy.
Qseation:: For each action in the list, are the requirasents nob?
Ansper:
For the top actioon listed, let's check if their requirenents are net:
Priority Action: More Hest
Requireeent: ground
agent.
Yex, the regeirweent in sinow the player facex grass at thair front (ueat).
Priority Action: Hove East
Bequironent: Flat ground right
ageat.
Yes, the requirezent is net since the player sae able to nore east in the most recent stop, and no obstaclee are mentioned.
Priority Action:
Hove
Requirenent: Flat ground
agest.
Yea, the requirezent in not since the player wae able to nove nouth in the previons step, and there are no obstacles xeationed in the current observation.
Priority Action: Hove
Bequirenent: Flat ground belov the agent.
Yes, the requirezen 26 stace the player wae able to nore south too stepe ago without any obetacles being gentiened.
Priority Action: Sleep
lequirement: Inergy lerel ie below maximun
Yes, the requirezent is siace the player's energy level is 8/9, which is belov the raximus.
Usestion:
player
Why?
Ansper:
It souns that the last player action, nove_east, eccceeded because the observation after the action indicates that the segative neationed observation.
player's poaition changed, and
Question:
Choose the best executable action from abore.
Ansver:
The exocutable action
above
Priority 1: Action: Hove West
Requirement: Flat ground left to the agent.
chosen because player facea grass as (ceat), surroundings and find additional rosources, vater sources, or potential chelter locatione,
player to explore their
samassennStag:: 106, Casulative Rovard: O, 9.Deeneennnn You took action rest_
You
stone steps to your south-east
path 2 atepa to your north-wast
stepa your north-veat steps your south-oast
You face grasa at your front (veat).
health: 9/9
Food: 8/9
164

---

ecergy: 9/9
Your inventory:
stone: 1
iron:
stone_ pickkaiickae::
Doeation: Action
Ansver:
Hove Eas:
Question: objects current oiservatiion wach object, breifly ansver rwaource it provides and ita sequirement.
Ansow::
Providea
sined with wood for easy noverent with zequirenents.
pickase.
Path: Provides no resource
3. Tres: Provides vood reamurce, can be chopped down with an ax or aimply collected with your handa.
4. 7able: Providea crafting surface for creating toola und veupons, requizea having table in your investory place it.
front you (wett):
5. Greas: Providea no resource on but can be resoved or flatiened with abovel or by other nethoda, so requirmennta for
interacting with
Question: was last action taken by the playur?
Anager:
The laat actioon taken by the player west.
Qoeation:
For each object in the list, are the reguirmments net: for interaction?
Anaver:
Stane: Yes, the requirezente
for interaction
have both pic_ape stone_piciaus
inventary.
Path: Yex, the requirmeetta are net for interaction as there aew no spacific requireenna to nowe along the path.
3. Tree:
Yee, the requiremente are not for interaction, you can collect wood directly by interacting with the tree even whith having axe.
Yes, requirenente are net eince table is already placed, and you can interact with weapone.
toole
front (sect):
interaction, although you by other sathodx strply ualked over without any harriera.
requirexente
shovel, grase
flattened
Osestion:
List sub-taske the should follow. Indicate their out
Ansver:
1. Priority 5: Find vater source to drink fron, and replentch your thirst, as your current drinks level is at 5/9.
Priority Locate food
fruite
your
vhich currently stands 6/9.
Priority 3: Collect nore resources, auch an stone, wood, and iron, to enhance your tools and veapone or to create tev onee, for better gomeplay experieace and survival.
Question:
roquirenenta for the top sub-task? What the player fizet?
Insper:
Requirements for the rub-task (Find a yater source to drink from):
river, shile exploring the game world. 2: Approach the water source and face the pater directly.
Locate vater cource,
The player cbould prioritize
They keeping eye any viesble lasee, rivers, other sater
exploring gane sorld, varioue
directions (north, east, nouth, in the environncnt. Dace they find vater source, they should appreach it and take drink to replenish their thirst.
Question: top
should actions. Indicato their priority out of
requirensnt for action. Choose ONLY frox 1ist all
Insper:
1. Priority Nove East: observed their position.
Requirenents Flat ground right to the agent. This action will bring the player closer the
rable
2. Priority Nove South: Requirenents Flat ground belov the agent. Noving south will alse bring the player cleser to the stone and the table.
Peiority Make Irom Ficiaaxo: Requirenents Bearby tabde, furnace; wood, coal, ires in inveatory. Assuning the player has access to a furnace, this action will allow then to upgrado their piczare..
Priority
North: Requirenents source other heiprul resources.
agent. Exploring the
help player find
6. Priority Nove West: Requirements Flat ground left to the agent. This action allovs the player to explore and possibly find uncountered.
player should prepared change direction obstacle
Queatiom: For euch action in the liat, are the requirmmens neL?
Ansver:
East: Yes, requireneats aze not. ground is right the player.
2. Nove Bouth: Yea, the requiranenta are net. Flat ground is below the player.
Pickaze: Partially nst.. The player wond, coal, Irom their inventory. Houwver, uncleur whether
the player curractly has access to furnace. The player has to be nearby the table and the furnace to craft the iron pickazn.
165

---

North: Yea, requiranenta
ground is player.
5. Move Keat; Yea, the requireeeta aze out. Flat ground is left so the player.
Queation: Did lest player action Anaver:
Why?
Yee, the last player action (eove_pest) succeeded because the player was able to change their position without any ebstacles restrictions mentioned in the observation. The clservation showa that the player noved from facing graza their step 212.
froat (seat) step 210 facing grass again their front
Queation: Choose the beat, asecutable action from above.
Ansvur:
The
Rest.
requireeents brings player
atone, which are ingortant crafting and building.
Stap: 107, Cusulative Roward: L.
You tank action wove, east.
grass staps to your west
stona 2 steps to your southreaat
tree
south
staps your
You face path at your frons (east)..
bealth: 9/9
food: 6/9
drink: 5/9
energy:
Your inventory:
stone:
coal:
iron:
sond pickaze:
stone_picisze:
Doeation: Action
Ansper:
Hove South
Qsestion:
List objects in the curront obeorvation. For each object, brosfly anseer shat rosource it providee and 1tc reguirement.
Amsper:
Provides no direct resources but can
location markor
traversed; no requtrenents.
Stane: Provides stone resources for crafting tools and building: requires a wood pickaze or better to be mined.
3. Path: Provides guidance and case travel in the gaze; no requirenents.
Tree: Provides wood
tools butiding; requires tool bare hande to chopped down. crafted initially.
Provides
tools veapons; requires
Osestion: Vest was the last action taken the playor?
Amsver:
The action by player vas nove_cact.
Question: For each object in the 1ist, are the zeguirenente net for interaction?
Ansper:
requirenente
speciaic requirenents interacs graze.
2. Stone:
Yes, the requirexents are net for interaction as the player has a wood_pickaze and stemo_pickaas in their investory.
Path: Yes, zequirasents
for interaction Tes, roquirenente are for interaction as player can use any tree.
specific requieeenta travel
path.
Zree:
their bare chop the
6. Table: Yes, the requirazents are not for interaction as the player already has table placed in their ervironsent.
Osestion: top oub-taske player chould follox. Indicate their pricrity out
Ansper:
1. Collect nore resources (Priority: 6/6)
Chop
stoze using atone pickarp (faster
pock_pickaze)
Consider hop to collect more iron, as the player currently has only one piece
food, player's health,
and drink levels (Friority: 4/6)
fruite or bunt aninals, increase the food
Deink from a water source, like lake or river, to increase the drink level. Ensure the player avoida noastere and dangerous situatioas to zaistain health
Graft
weapona (Priority:
Uoe the table to craft necessary or inproved itens
Consider crafting iron aword other iron toola when more iron is collected
Koop eye
durability of
propare replace
needed
Queation: Veat arw the requireenta for the tap aub-task? Vhat ahould the player do firmt?
Ausver:
Reguirmeetss
top
(Collect
1. Tree nearby to chop for wood
2. Stane nearhy to vine
Appropriate coola inventory (vood (vcod_pickazse atoss_pickaze)
166

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Binow the player already necessary toola near tree stone, the player abould firat:
1. Nove nouth towards the cree chop for moze wood.
Queation: top
the player should actions. Indicate their priority out of
requireeent action. Chooae ONLY feox the all
Ansow::
ground Priority 2: Ba (Nequirment: Pacing tree: wood pickaze)
(Bequiramnt:
agant)
5. Priority 3: Nove Bouth-Fast (Bequieemet:: Flat ground to the anuth-wast of the agent)
4. Priority 4: Do (Requirment: Facing atone; have (lone_pickaz))
Priority
drink (lequirazant: Åt. source; lavel
Question: For each action in the list, are the zequireaents pet?
Ansow::
Priority
(Dqqireant:: ground
agant)
the requirenent is
the player not facing 3. Priarity 3: Nove South-Fast (Sequiremant: Flat ground to the amuth-wast. of the agens) Yea, the requiteennt in ret.
Peiority
(Requireent:: Facing tree; vood pickaaic)
4. Peiority 4: Do (Raquirmmnt: Facing atoms; have atons, pickka)) Ko, the player in not facing stone.
Priority
(lequiramet:: At sources
player
unter source.
Ocestion: Did the last
action succeedy Why?
player action "sove, aucceeded. player facing path), and the shservation shows the change in acenery and objects around the player after the move. Thare abs tastaclle reatrictiona nentioned, the asemuted ausomsafully.
one location (facing grazs) location
Queation: Choose best executable action from above.
Anaver:
The executable action from the above Priority 1: Nove South,
(Flat below the
108, Cumulative Reward: You book action 307e, sosth.
You
grans steps your
atone ataps to your amuthreaxt.
path steps to your north
You face table at your front (couth),
food: 8/9
drink: 5/9
9/9
Your inventory:
stone:
good_piciene piciaze:
stone_pickaaze
QA
Osestion:
Ansper:
Move East
Question: objects current obsorvation. each object, broifly anceer resource it provides requirenent.
Ansper:
Resource provided:
pathe collect Bequirozeat: Generally, no specific requirasenta to interact with grass.
farming.
Resource provided: Requirenent: Requires wood_pickaze or better to collect stone.
to stome tools
structures.
Path:
Resource provided: guiding passage betsoen different
Bequiresent: No apecific requirenent to interact, mainly used for navigation.
crafting tools, reapons, atructures. Bequireneut: Can be collected using any tool, but using an axe (wooden or better) is zore efficient.
Resource provided: Provides
Table:
Resource provided: crafting station create tools voapons.
Sequiraant:: Muat have vonden naterial to crafs table. To use, atand adjucent to the table and interact with required zaterials in inventory.
Queation:
last taken by the player?
Ansper:
The Teat actiion taken by the player anuth.
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Question: For each object the the zequirenente interaction?
Ansown:
1. Greas:
Requiresents net: Yea, interact with gress without specific tool or requizenent.
Stame:
Bequirosaats net: Yea, since you have both a vood_pickaze and stose_pickaze in your inventory, you can interact with the stoow to collect. it.
Path:
Bequirezents net: Yeu,, you can freely nowe along the path for nerigation without any specific requireeett.
Tres:
Requiranants met:: Although you do have aoe, you can still interact, the tree using wither the vood_pickaze pickaze from your inventory, bus it will be lesa efficient than using an aze.
Table:
Requirenanta nec: Yea, you adjacent the table can interact with using the required naterials in your inventary for crafting parposes.
Osestion: top
player
Indscate priority
Ansow::
1. Craft an pronapickaze and arond (Priority: 5/5)
achiwve goals, you would inventory for anelting additional iron.
and place
the furnace placed,
2. Tnorwase food and drink levelx (Prioritys 4/5)
sources of food (e-g., cous, fruits) and unter (n.g., laken, rivers). Interact with thes to consume food and drink in order to reatore your food and drink levela.
Collect
(Priority:
Gatber more wood, stone, and other ossential reecurces to ensure have enough nateriale for future crafting, building, and surviving potential thrests.
Qsestion: Veat are the requirennts for the top sub-tack" What should the player do firet?
Anaver:
coaplete sub-tark crafsing prenepicraxe iron_rvord, player needs zeet folloring requiremmt::
1. Collect nore izon: The player currently has 1 iron in their inventory, Crafting prokare and irop_ roord requires for the pickazz,
total
evord). To collect iron, player should their picke_e
to nine izon
2. Place a furnace: The player seeds a furnace to snelt the aron oree. The player has enough stone in their inventory (1) to nearty suitable location.
furnaco. The player should place
Smals fron orea into iron ingots: Once the furnace i8 placed, the player can use the coal (2) in thair inventory to mals the iron crea into iren ingote.
Crafs iros_pickess
iron_svord: sufficiont iron ingoto placed furnace, player use the nearby table to craft the tren_pictaze and sron_
The firet
player should place the furnace in suitable location, they already enough their investory to craft it. Then, they can proceed collecting more iron using their scono_pickaxe.
Question: List top actions the player should take and the requirenent for each action. Choose DILY frox the 1ist of all Indicate their priority
Ansver:
1. Priority 1: Place Furnace (Bequirexent: Stone in inventery)
The player has enough stone in their ioventory craft furnace, which is noeded for cnelting iron ozes later.
Priority Hove East (Roquizement:
ground right agent)
The player ebould start exploring their surroundings to Locete iron cres which are necessary for crafting an iron_pickare and iron_svord.
Priority Hove (Bequirement: ground
agent)
Continuing exploration in search of iros ores, the player sbould zove in different directions.
Priority (Reguiraentt: Facing
neceasary
the player locates iron cres, they
use their stoss_pickaze to zine for collecting more irea.
B. Priority 5: Nove North (Raquirenen:: Flat ground above the agant)
part exploring surroundings and possibly rinding rescurces, player this direction
Queation: For euch action in the liat, are the zequirasenta net?
Ansper:
Place Furnace:
Yea, reguirenen
player
their inventory, which is snough place
2. Movw Bast: Yea, the requireeent swt.. The player fucea path (flat. ground) their eeat.
Bouth: No, requirenent not not this noment the player facing table. player nceds ground to the south to nove in that direction.
Do: No. requireeent interact with.
The player
any and facing any craature saterial
5. Move North: Yeu, the requirenent: in net. The player has path (flat, ground) 1 to their north, which nakea possible that directios.
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Queation: laxt player actionn auccesd? Nhy?
Ansver:
Yee, the last player action (ovvo_pouth) succoeded because there cleaz with obstacles in the south direction, allowing player
that. direction.
Question: Choose the best executable action from. above.
Ansow::
The ezecutable action
provided 1iat action 2: naxt diraction and allous the player to explore their surroundings, possibly finding zore resnirces.
the playez path (flat groun)) the
Stap: 100, Comulativo Baward: You took action 2ove_eaat.
You
gresa atepa to your weat
path steps to your north
Lrwe stepa to your souchmowat.
steps your
You fuce stone es your front (saat).
9/9
food: 6/9
drink: 5/9
energy:
Your inventory:
iron:
goad_ptcoe pac__piciaee:
stone pickaze:
Osestion: Action
Anaver: West
Queatian: objects current observation. each object, brwifly anszer resource it pravides 15a requirement.
Ansper:
Provides no specific resources. can to paths on. Flat ground.
Requiremento:
Provides Requiremento: picksaze
nized
(wooden better).
collect
3. Path: Alloss easter novenent and narigation. Provides no specific resources.
Requiremente:: Flat ground
Tree: Provides vood resource when chopped with an are or tool. Requiremente: in axe or tool to chop and collect the wood.
pickaxes, svorde, tools. Requiremente:: Wood to craft the table iteelf.
Table: crafting
Qsestion: Vhat
last taken the playor?
Ansper:
The last action takea by the player was nove_east.
Question:
For each object
the requirasents interaction?
Ansver:
Grass:
Yes, the requirerente are zet for interaction as it is on flat ground and can be valked upon or used to build paths.
Stone:
Yes, requirexente are tor interaction you
vood_pickaze etone atono_piciaaze your ground, and you welk
inveatory.
Puth:
requiraaenta for interaction it
4. Tree:
The roquirenetts for interaction are partially get. Although you have tools such as piciazes in your inventory, you do have asu, shich would be moze effective for chopping sond. You still accerpt to collect wood using pickaxo,
vould
efficient than using
5. Table: Yes, the requirazenta are aut for interaction because the table is already crafted using vood, and it can be used to craft itoms sach pickazes, svorda, and other tools.
Question: top sub-taaka the player
follow. Indicate their priority out
Ansper:
1. Find vater sourcw and drink to reatore the thirat lssel (Prinrity: 5/5)
Biace the player's
level.
finding
zeplenish their thiret should high priority.
2. Collact nore wood from tree (Peiority: 4/5)
Vood is esseatial for crafcing various tools and objects. Although the player currently bas pickazes, obcaining more vood be nawful future crafting building.
3. Craft a furnace and melt from (Priority: 3/5)
The player hax snough coal and iron their inventory to seelt. sore iron, but they need to craft furnace first. Bewlting craft pickaze aword, which effective
fron will allow
169

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Quentiinn:
requnta for the top aubrtask? What abould the player
Acsver:
Top sub-tank: Find vater aource and drink zestore the thiros level.
Bequirenenta:
1. Locace a sater scurce such as lake, pond, ez ziver.
2. Approuch the water source. Drink the
replonish thirst levela.
First, the player should explore the anviroment to find vater source. Once they have loceted swarby vater source, the player should nove towarda it and drink from it to restore their thizat level.
Question: top
the player should actions. Indicate their priority out of E.
requireeent for action. Chanse DNLY frox the all
Ansowr:
Priority Nove Veat (Requireent: ground left agant) explorw and
2. Priority 2: Nove Rext. (laquirwent: Plat. ground right to the agent) To explors and search for unter sourse.
Priority
(lleguremeet:: ground
agent) explore
source.
4. Priority 4: Nove Bouth (Ruquirmmnt:: Flat ground belov the agent) To explore and search for vater source.
Priority agprouched Hossver, the player should only perfors reguireente needed to drink water.
necessary
drink when facing water source and
Osestion:
list, requirezente
Ansow::
1. Move Kest: Yea, the requitmennt is nat ax there is flat ground (graax) 1 step to the agent la seat.
requnteeent
ground agent
3. Hove North: Yes, the requirenent 1e not an there 15 flat ground (path) 1. stop to the agent's north.
Yee, requirenent net since thore flat ground agent 's south eido.
5. Do (drinking water): No, the requitenents are not met ainow the player is currantll not facing vater RourGe. The playar find and
water before attompting drink
Queation: laxt player actioon auccend? Why?
Ancper:
Yes, the last action (nove, eaet) eucceeded because
flat (path) the east of alloving
then nove
Qsestion: Choose the best executable action from above.
Amsper:
Heet, as requirement having flat ground the agenz! vest (graze) and alloes the player to explore and search for water source.
exocutable action
abore
Stop: 110, Cumulative Reward: 0, D..eeeesr.. You took actson m07e_pest.
stone steps to your south-east
path stops to your morth
tree stops your
steps your
You face grass at your front (gest).
starus:
bealth: 9/9
food: 6/9
6/9 energy:
Your inventory:
coal:
iron:
wood_pice pickaas::
stone_pickaxe:
Question: Action
Ansper:
Question:
List objects in the current observation. For each object, broifly ansver shat rosource it provides and its reguirwent..
Stone: Provides resources for crafting tools, weapons, and placing blocks; requires wood_pickaze better collect.
2. Grazs: No resources provided and requirenents.
pravided
requirmeents.
Tewe: Providea wood rasources for crafting tools, ииspona, other abjucta; requizea so specific collact, but
an axe is zore officiont.
5. 7eble: Allous crafting of tools and requirma vood to place
170

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Besourced in inmediate observation but your inventory:
Cowl: Ussdd to sealt. iron, and cooking food; requirea wood pickkee batter to collact.
7. Iram: Usdd to craft betcez toola and veagama; requicua stone_pickan. or butter to collect, and furnace with coal to smolt it.
Queation: Vhat was last action taken by the playue?
Ansper:
The laat action taken by the player wxa tnove_wwat..
Queation: For each object in the list, are the requirments net for interaction?
Ansver:
Based on the current observation and inveatory, bere is the list of objects and Shether the requirennnaa are net for
1. Stone: Yea, you have a sood_pickaze and scone_pickaze in your investory, alloving you to interact with the atone.
2. Graze: Yex, no specific requirmeents are needed to interact with the
Path:
spacific reguireenns ase in your inventory, you can still interact with tree collect wood.
needed interact with the path.
Tree: Tes, although you dou't
5.
Tahla:
Yax, the table in in your surroundings allowing you to craft tools and vasponx.
Resources not in smmediate observation
your inventory:
Conl: You have coall in your inventary, hut you camnat direatly interant with in your current enviromeent.
7. Tram: You have fron in your inventery, but you camnot directly interast with it in your cuczent anviroumet. Howwver, you smalt the iron uning furnace and coal once place furnace, which you craft given the stone your investary.
Oceation: List top sub-tanke the player should follow. Indicata their priority out of 5.
Ansowr:
Crafting placing Purnace (Priority:
Crafting furnace allos you to smelt iron create better toole and veapone. You have enough stone in your inventory to craft a furnace.
Smelting Iron (Priority: 4/5) Unce the turnace placed, molt the you pregared for conbet.
your inventory the coal avard, which help you gather
This
pickaze
3. Callacting Wond (Priority: 3/5) - You'll need nore unod resourcex for crafting additional iters, foeling the furnace, and building other structures. Find nearty tree and gathor wood. Although it's not necessary, crafting axe sill make wood collection faster.
Vaile not the 3, consider increacing your food drink levels the suture nogarive effects health energy.
Qsestion: Vest are the requirenents for the top sub-tack? What should the player do firet?
Ansper:
For the top sub-tack (Crafting and placing Furnace):
lequrieeents::
Bave enough
inventory (at least
near placed table
Siace you already have srone in your inventory, the firct thing the player should do 1s:
Collect more stomes using the stoue_pickaze. Find nove tovards stone blocks in your surroundings to nine then with your pickaxe.
Question: List top actions the player chould and requirenent for each action. Choose ONLY frox the 1ist all actions. Indicato their priority out of 5.
Ansver:
Priority 1: Hove East Requirenen:: Flat ground right to the agent. the etone block mine
Beason: Hovo back
Priority 2: Do (Mine Stone) Requirexant: Facing stone and have a necessary tool (stono_piie pickaze). Beason: Kine the stone block to collect nore stone and reach the required ancunt for crafting furnace.
Priority 3: Hove
(Oprional) Requirenent: Flat ground above the agent.
Beason: This action helps explore new Locatione in case the current carrounding do not have enough stone blocks.
Priority Nove West (Optional) Requirenent: Flat ground left
agent.
Beason: This action is alco holptul for exploring noe locations if not enough etone blocks are nearby.
Priority E: Make Furnace Roquirement: Hearby table; having at least 8 stone in the investory. Reason: you have collected snough stone, craft furnace by standing rescurces.
the table utilizing acquized
Please note that the priority 3 and 4 actions are optional, as they dapand vhether there are wnough acone blocka in the ixsodiate surroundings collect required naterials for the furnace.
Question: For euch action in the list, are the zequirasenta pet? Ansper:
Priority Hove Fast Requirseent: ground right
agent.
Tua, the requirenent is zut the player had just aoved vest from flat ground.
Priority 2:
Do (Nine Stane) Bequirerent: Facing stone and have necexsury tool (atone pickkee)) the Player Iiservation Step 220, the player
the player firat east (Priority the stone block. The player has stoso_pickaze in their inventory, they have necessazy tool.
Paiority 3: Hove North (Opcioual) Requirement: Flat ground above the agent.
Yes, requireeant
there path step
Priority 4: Hove West (Optional) Requiremen:: Flat ground left to the agent.
You, the requireeent in vnt wince is loned in Player Observation Stap 220 when the player moved vext.
171

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Prioricy Make Requirenent: The player is curmently near table, but. they only have atans thair inventary. The requirement: not net yet. The player nedda to parforn Priorily 2 action (Do Mine Stone) watil they have ensuge atone.
having
the inventory.
Queation: Did lest player action
Why?
Anaver:
Yoe, the last player action (sove_sest) succeeded. It succeeded because the player was able to nove to location with flas ground (graax) to their weat without. cbutaclus reatrictiona.
Queation: Choose best executable action from abovw.
Anaver:
The best ezecutable action Irom the 1iat above is Priority i: Nove East, the requizezent is nst (Clas ground right the agent),
position player
fallowing
111, Cusulativn Revard: You action sove_east.
You
grass steps your
path ateps to your north
Leea stspa ta your souchrveat
table to south-west
You aLone at your front (east).
Your atatua:
food: 6/9
drink: 5/9
energy: 9/9
inventory:
stone:
coal: 2
iron:
pood_piciaze)
stons pickaza:
QA
Osestion:
Ansow::
Do
Question: objects current obsorvation. each object, broifly anceer resource it provides and ite requirenent.
Ansver:
No requirencate interact with 2. Path (1 step to the north): Provides no resources. No requiraeent to interact with it.
Grass (1 stop sest): Provides
Tree (1 steps
south-west): Prorides wood. Requires wood
chop
4. Table (2 stops to the south-pest): Allous crafting of tcols and eeapons. Requires wood to craft iteas,
Stone (facing east): Provides
Requires wood pickaaxo better it.
Osestion:
Vhat was the last action taken by the playor!
Ansper:
The
takee by player
Question: For each ebject in the list, are the requirezente net for interaction?
Ancper:
Graas (1 stop
weat): No requizenenaa interact with yes the requiresent
2. Path (1 stop to the north): Bo requirenents to interact with it, So, you the requirenenss are net.
Tree (1 stops
south-west):
wood inventory. So, yes requizenents are
better
down. player wood_pickaze and
_rose_pickaae
4. Table (2 steps to the couth-rest): Requires wood to craft stems. The player's inventory does not have wood for crafting. the reguirasents
6. Stone (fecing east): Requires a wood pickaze or better to nine it. The player has a vood_piciaze and stomc_picciaxe in the inventory. 3o, yeu the zequiaemens nec.
Question: top sub-taske the player should follow. Indicate their pricrity out
Ansver:
1. Mine Stoze (Priority: B/E): The player is facing stone, and place they hare stone_pickaze in their iaventory, they collect
should the
2. Collect Vood (Priority: 4/6): The player needs vood to be able to craft itens at the table. They should nove tovards the tree and chop it down using their sicd_pickaae or atoss.pickaze
cullect, wond.
Bestore
(Priority: 8/8): The 'sayer's is at 6/9, sources, such as coms or fruis, and find vater source, like lake or river, to incrmas their food and drink levela.
6/9, They sbould
Queation: Viat raquireeenta for the tap aubrtask? Vhat ahould the player firat?
Ansver:
Requi Raguiraeenta for the subrtask (Wina Stans):
Faoe the player alesady fucing
direction)
172

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invencoxy: player has both 2ooi_pickase stone_piciaxe their inventory.
Viat should the player do first:
The player should use their stose_pickaze mine the stone they are facing. Thee, the first step is to cake action 'do collect
with atote, pickare
Question: List top actions the player shoold taže and the requirenent for each action. Choose onLY frox the 1ist of all actions. Indicate their priority out of 5.
Priority 1: (atone, pickase)
Requirmeet:: Facing stone (alrwady facing atons in. the mast direction), have pickaze in inventory (atone_pickeee is present in the playez's inventory)
Priarity Nove
Requiresent: Flat ground to the nor of the agent (chaze is path stap to the north)
Priority
Requiresant: Stone inventory (aftez mining the stone priority 1, player
required atones)
4. Peiority 4: Make Iron Sword
lequirezent: Nearby
per priority wood, coal, in inventory
tron al wlrwady the playaria inventory)
Priority 5: Sleep
Requiraeent: level in ballw (ance anergy
Qceation: For each action in the List, are the regsireeent net?
Ansow::
Priority (tton_ppiciaee)
Requireeents Met: Yea, the player in facing stone and has stone, claze in their investary.
Priority 2: Hove Borth Requiraeents
ground (path)
agent.
3. Priority 3: Place Purnace
Requiranents Mat: Ko, the player currently has only atone in their inventory. Hoowver, after mining the in enough to place furzace.
Priority 1, player
Priarity 4: Nake Tron Sword
Requirenents No, player needs
(Friorisy 3) and nearby, this requirenent
table nearby, Once
placed
6. Priority 5: Sleep lequirenents Met: No, the player's level currently (9/9). The requirement will be decreases.
Osestion: Dad the last player action succendy Why??
Ansper:
player action eucceeded because east. The player was able move east and face stone in frost then.
obstructions linitatione preventing player noving
Osestion:
Choose best executable
Ansver:
The best exocutable action from the aboze 1ist is Priority 1: Do (stame_pickaxe), as the repiremcat are ect. The player is facing the stose and has a stone_pictaze in their inventory.
Cew.eceeenttopp Stop: 112, Cusulative Reward: 0. Dre.eee**** You took action do.
You see:
grass steps to your vert
steps your stops to your souch-vest table steps to your south-sest
You
your (east).
Your status:
bealth: 9/9
food:
energy: 9/9
inventory:
stone:
coul:
iron:
pickase:
stone_pickase:
QA
Questiio:: Action
ALsver:
Question: List objects in the current obseevation. For each obfect, breifly ansver what resource it provides and 11a
reguirwent.
Ansune:
3. Graas:
Resource provided is sone, Roquirezent: Mone
2. Stane: Resource provided is Stone, Reguirmeent: Vond pickaze Stonw pickazs
Tree: provided
Requirasmn:: Rose
173

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provided cracting
Path: besource provided easy walkable barrwin, requiremen::
Current inventory zesources:
3. Iron:
4. Wond, pickaze::
Stome_iicksse:
Queatiin:: Veat, wea the laat act action taken by the player?
Ansver:
The
by player "do".
Question: For each object in the list, are the zequirazents nut for interaction?
Ansow::
Reguirenets
interaction? Yea interaction? Yea (you have vood_pickase picse_pickaze in your invencory)
Bequiresants
3. Tren: Requiraentt net: for interaction? Yea
4. Table: Bequieeeents for interaction? Yea (it?a ulready placed in the unviromment) leguireeent
terrain)
Ourrent inventory resourowa:
Stane:
Iran:
4. Vond pickaza:
Stane.p pickaze:
You can interact with objects mentioned the list as thair requirments have net. should follow. Indicate their out Interact with nearby tree to gather wood, and with stone to gather nore stoce.
Osestion: List sub-taske
Collact nore rиаcurои:: Priority 4/5
nceds: Priority
Find and connure food, such as hunsing coMs or growing plants, to restore food levele.
Pind a water antres, much na lake, and drink to restore drink lavelx.
geagons: Priority Pickase bettar conhat: resource collaction. (Raquims more iron, usage of the furnace for cmelting, and coal).
the table craft.
The highest priority
addressing and cespone being secendary objectivos.
collecting more recources crafting tools
Question: Veat requirenents for top sub-tack? What should
firet?
Top Sub-Tanke: Address the Food and Drink neade: Priority 6/5
Requirements:
Bestore Level: Find consune food, such hunting cowe grosing plants.
Bestore Drink Level: Find a vater source, such as lake, and drink.
First Step: player should
their food level. concuning plasts. this, they search
achieve
growing and
cove, saplings, plastations food.
Question: List top actions the player should taže and the requirement for each action. Choose DELY frox. the 1ist all Indicato their priority
1. Action: Hove West (Priority: 3/5)
Requirenent: Flat ground left to the agent.
Beason:
collect for crafting, faraing, building.
2. Action: Make Wood Soord (Priority: 2/6)
Requirezent: Hearby table; wood in invertory.
Boason: Crafting
will help the player defend thenselves
3. Action: Place Plant (Priority: 4/6)
Requirenent: Sapling in inventory.
Placing
will allow player grow and collect food the food level.
4. Action: Hove South (Priority: 1/6)
Sequiresent: Flat ground below the agent.
Beason: Approach table
tools veapons, closer potential
5. Action: Hove East (Priority: 5/5)
Roquirezent: Flat groun right to the agent.
Beasan:
drisk and
drink lerel.
Question: For each action in the list, are the zequirezente nct?
Ansowe:
Action: Hove Hest
Roquirenent: ground left ageat.
Mal? You, there is grass ateg to the weat, ap the requirement is sat.
Wood
Requiramet:: Yearby Lable;
investory.
Mot? No. the player does not have wood is their inventory, so the requiresent is not zet.
Action: Place Plant
174

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Requirezent: Sapling inventory.
No, the player dows have aspling their inventory, ao requi not
4. Action: Hove Bouth
Requireaant:
below agent.
Yea, there
atep to the south, the requirament nst.
5. Action: Hove East
Requirsant: ground
Yea, there path at agent.
(maxt) the player, so requirerent met.
Queation: Did the last player action succeed? Nhy?
player action aucomeded. The player used "do" action shile facing atone necessary (wither wood wood_ pickaze or a stoca_pickazz) in their inventory. As a resols, they vare abie to collect the stone, shich increased their stone inventary from
Question:
best
Anaver:
The beat azecutable action from the above 1iat lsz
Action: South
Requicazant: Flat, ground belov the agent.
requizerent, potantial aourows.
step aouth. bring player the table
Stap 113, Cmmlative Roward: You tank action nove, South,
You
grazs ataps to your weat
path steps to your north
trae
your southreest.
stops your south-sest
You face stone at your front (south).
9/9
food: 6/9
5/9 energy:
Your inventory:
coal:
iron:
_ood_piciame:
Question: Action
Ansper:
Qsestion:
List objects in the current obeervation. For each object, broifly anseer shat resource it providee and 19c zequirenent.
Amsper:
Sesource provided: Saplings (by doing with expty hands).
Requirencst: Hone.
Stone: Sesource provided: Stone (by doing with a pickare).
Requizenent: à pictaaoo (wood, stone, iron).
Resource provided: Mone.
Requirenest: Hone.
Resource provided: Vood (by doing with an axe or capty hands), Sequisenent: Hons an to collect more ufficiently.
Resource provided: Grafcing capabilities (Allov crafting of toola and veaposa by doing)..
Requirenent: Food in inventory, previously placed.
your inventory:
6. Vood_pickazo:
Resourcw provided: Allowa mining of stow rescurcea.
Sequirenent:
with vood table.
T. Biansspickkss::
Besource grovided: Allows nining of fron rescurcea, xinea stons faster.
Requi resent:: Crafting
Question: What vas the last action taken by the playor?
Anavwr:
The action by player "oovt_
175

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Queation: dbject the liat, are the requirmeent interaction?
Acaver:
1. Grass:
Requireenta you
graza using eapty saplings.
2. Stone:
requireeent net: Yex, have wood, pickace and pickeep in your inventary, allowing you to xine stone
3. Path:
Requizenenta met: N/A (No interaction with path).
Tree:
Sequizenenta ael: Yea, you can interact with the tree uaing expty handa or as axe (not in the inventory) to collect wood
recents nat: Yas, the table is placed, and you have resmiceex in your inventory to craft tools and ewagona by interacting with it.
your inventory:
6. pickazs::
Requirenents Yes, the vood, pood_ptckaze had already been crafted be used
Stome_pickase:
Requirenents net: Yes, the stone, piciaze han already been crafteed and can be used to nine iron and stone ressurces nore afficiently.
Oreation: List top sub-tanke the player should follow. Indicabe their priority out
Anaver:
Priority 4/5: Collect inventory.
the
racing the stone_ptciaze, have veagona.
help you progress by crafting
2. Priority 3/5: Collect wood by doing with the tree steps to your south-west. You'll seed the wood for cratting tools and lding sheltara.
Priority 4/5:
Increane food and drink supplies to msintain health. You can achieve this by finding eaplings from grass and planting then ba grow fruits, and by finding uater source to drink.
Osestion:
requirenents
top
player
Ansowr:
Requiremente for the sub-task (Collect more iron by mining the stome you's facing using the stone_ptciaze):
Facing stone:
already facing stose at your (south).
2. Having stone, picisaze in the inventory: You have stone, stone_picken pickaze in your inventary.
stone_ptciazze
player do firet:
Stace you are already facing the stone and have the stone pickaae in your inventory, you can start mining the stone frons of you. To do this, use the "do" action with the stose_ picciaee equipped.
Question: top actions player
taks actions, Indicato their priority out of 6.
requirenent
action. Choose DNLY
all
Ansper:
(Highest): Action "Do" (Kine the having etone_ pickaaee inveatory (both requirenents not obscrvation
facing stese_piclaze)
Requirenent: Facing
Priority Acticn "Nove (Get Requirexent: ground
tree)
agent (graze step your
3. Priority 3: Action "De" (Chop doun the tree to collect nore wood) Requiresent: the first)..
having vood_pickaxe
inventory (wood_pickaxe already inventory,
4. Priority 4: Actica "Nove North" (Bead back to the table) Requirezent:
(path
your north).
6. Priority B: Actica "Bleep" (Bestore energy) Requirenent: Energy level is below zaximi (currently 9/9 energy, portorx other actions to decrease energy before taking this
Question: For oach action in the list, are the requirezente net?
Ansver:
Action "Do" (Mise the requirencats net? Yes, ageat facing the stone stone_ pickape their inventory.
stose_pickaxe)
2. Priority 2: Actica "Nove Vest" (Get closer to the tzee)
the requireeets
ground (grass) step agent's
3. Priority 3: Actica "Do" (Chop doun the tree to collect zore wood)
Aew the requiemeens ne?? Ko, although the apent has piok_pi in their inventory, they zu not fucing the trew agent
closer the first.
Priority 4: Actios "Now North" (Bond back to the table)
Are the requirenents nec? Tea, there is flat ground (path) one step to the agent's north.
Priarity Actica "Blusp" (Bwatoze esergy)
Are the reguiresens ne:? No, the agent's energy level is currently at its paxizux (8/9), The agent needs to perform other actions to decrease thair before taking this action.
176

---

Question: Did 1ast player action succoad? Mly?
Ansowr:
Yeu, the last player action "sove_aouii succesded becouse Liura waz flut ground (paih) in the south direction that alloved the player nove.
Queation: Chooss beat executable
Irom: above.
Ansper:
The beat azecutable action from the list above ia Priorisy 1: Action "Ou" (Kine the atone you're facing using the picks_pickaze), has the requiensetta (facing the and having atone.pickase the inventory).
Rawards
You action do.
You
gresa stega your
atone stepa to your south
trae steps to your soushmoeest
table stepa to your southrveat.
You path at your front (nouth).
Your status:
food: 5/9
drink: 5/9
energy: 9/9
Your inventory:
stone; 3
coal:
pickass:
stone_ piccaee
QA
Qsestion: Action
Insver:
Move East
Osestion: objects
object, breifly resource it provides it8
regeirmentt.
Ansper:
Graee: Provides eaplinge
interacted with, specific requirenent.
Path: Helps with navigation and novenest, specific requiresent.
3. Tree: Provides vood shen interacted with pood_pichare or better.
4. Table: Allove cratting of tools and yeapons, requires wood or better naterials in investory.
interacted with vood_pickare resourcee euch as etose, requires crafting table Stam_ptickree pickaar: Used to interact with ressurces like coal and iron, requires crafting at table with wood and stone.
Provides
for
and weapons.
pood_ptcioze: to
Osestion: Veat
last action taken the player?
Ansver:
The last action taken by the player was "do."
Question:
For each object
requirezente
intoraction?
Ansver:
Graes: Yes, the requirezente are zet for interaction as there is to specific requirenent to interact with grase.
2. Path: Yes, the zequirenente are not for interaction; there are no specific requirescats to navigate or nove along the path.
Tree: Yes, requirenente
pickaee
inventary.
4. Table: Yes, the requirexents are net as there are vood and stone natorials in the investory to craft tools and reapons.
6. Stone: Yes, the requirenente are net with sood_pickare or better (e.g., a ppcceee in the inventory.
Vood_pickaas:: vood,pickaze already
inventery, stone_ already the inveatory, do thore
craft craft one.
Stone_pickaxe:
Question: List sub-tasks the
should follow. Indicate their priority out of 5.
Ansper:
Improve
each, it's escential zalatain these levels for survival. The player should interact with grass to get saplings, grow fruite, or find aninals to cat and drink sater fron lake or river.
(Priorsty:
player's
Craft Iron Pickaxe (Friority: Fickaaee This will allor collecting higher- level resources like Diazond.
player to collect more axelt in furnace craft
Build Shelter (Priority: 3/5)
player potential threats and provide safe improve survival chances.
building
using the resources
Question: Vhat are the requirenents for the top sub-task? What should the player do fixet?
Requirenunt
top sub-task (Isprove
levela):
1. Find source of food, either by locating truit-boaring plants or animals like cous.
2. Pind source of drink, such lake river where the player replenish their thirst.
First, the player should
finding source food. They can iateract
grass to get saplings and grow fruit
planta or search for uninala like cosa to comsuse for food. Dace a zellable food sourcs is found, the player should then look for vater source like lake or river to naintain their drink levels.
Queation:
List tap actions the player should actions, Indicate their priority out of E.
requirement for action. Choose DNL frox
Ansowr:
177

---

it provides and its Peiocity Nove East (Requiremnt:
agant) there Food
visible, the
player should explorw their aurroundings by noving Rext.
2. Priority 2:
Nove Vest (Roquiremet: Flat ground left to the agent) If East does not lead to Food or water source, player explore noving Veat.
3. Priozity 3: Hove North (Requirenen:: food or unter source, roving North help find resourcea.
Flat ground above the agent) I2 East and Hest do not bring the player closer to
Priarity 4: Nove South (Rlguirmment: Plat ground below agent) the firat three diractions yiald no reamles, the player should try aoving South.
Priority (Requiraaant:
Fasing like fruit-bwarin plant, suplings, or cow, or scurce, they can "Da" interact with resource to improve their food and drink levela, The player should have the approprist iate tool, or investory apace to perform the action.
material;
necassary
player
Question: each action the list, are the zequiranenta det?
Anager:
Priority 1: Nove East (RegLizeemn:: Flat ground right to the agunt) Yea, the requizmmenta us there any
2. Priorisy 2: Nove Veat (Raquirseent:: Flat ground left to the agunt) Yea, the requisemena arw net an there in grasa to the Vest, chich flat and wallablle.
Peiority Nove (Requirment: ground above agunt) Yea, the requirenenta are as there path the North, which 18 flat and walkaale.
Priority
(Hlequreeeen:: ground agent) Yes, the requirenents as nostion of any obstacle to the South.
Priority 5: Do (Nequirerents: Facing
naterial; have
tool) Bo, the requirenente currently player
sourae, source, any
in thiir insediate surroundings.
Qreation: Did the last player action succendy Why?
Ansver:
Yes, the last player action succoeded. The player took the "do" action while facing stone using stome_ piickaae (shich 15 in the invwntory), allowing then to mine the stone. An ramule, the atone coint in the inventory increased from ta 3.
Qsestion:
executable
Ansow::
The best exocutable action from the list above is Priority 1: Nove Bast (Requirement; Flat ground right to the agent). It requiremente and allow player to explore their surroundinge search of food and drink
wew.eeeerttg 116, Cunulative Revard: D..eeeeee.... You action past_
You see:
steps your
stone steps to your south
tree 5 stops to your south-vest
table 3 steps to your south-vest
You path at your (cast).
Your starus:
bealth: 9/9
rood:
drink: 4/9
energy: 9/9
inveatory:
stone: 3
coal: 2
good_ pod_picci
stonn__ickaaee:
QA
Queation:
Ausvee: Hove South
Question: objects
obsorvation. each object, broifly
vequirenent.
Ansver:
1. Grass: Provides no resources, but it can be flat ground for zovenent, Requirenent: To specific requirenent. crafting baster pickaze collect.
Providea
sespona, building strecturea. Requiresat:: Hond pickese
3. Tree: Provides vood resource for crafting tools and building structures. Requirezent: Bo spectfic tool required to collect: using handa sufficient.
Table: Providea surface crafting tools and seapous. Requiresatt: Woed build.
Pathi Provides clear dizection for valking and exploring. Requizement: ground for novenent.
Question: Vhat was the last action taken the playor?
The action taken by the player was nove.mnst.
Queation: For each object in the lixt, are the requirweents net. for interactios? Acsver:
178

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zequirazents
there
ground
Stam::
Yex, requirments are set you have both vood pickase stone, pickkrr in your incentory.
8. Tree: Yeu, the requireanta are nut as no apecific tool is requited to collect wood; using handa is sufficient.
4. 7able: Yes, the zequirenents are not you've airendy built the table using good resources.
Path:
requireants
there flat ground
Question: List top sub-tasks the player should Iollow. Indicate their priority out of
Ansow::
your drink Priority 3/5: Collectt more wood: Locate traee and collect wond, an basic resource required bus building and crafting.
Peiorisy 4/5: Refill your drink
Find
drink
3. Priority 3/5: Craft furnace: Use the atone resourcea in your inventory craft Furnace for smeliing iron and other
Question: Waat are the requirenenta for the top aub-task? What should the player do firat?
Ansowr:
Requiresenta top
Locate vater source, such (Bafill your drink status):
river.
2. Position yoursalf near the uater souree.
The player replaniah their drink atatus.
nearby,
river,
Qsestion: Last actions the should take and the requirament for each action. Choone ONLY frox the lset all Indicata their priority
Anaver:
1. Priority 1:
Nove Sonth (llggiiemett: Plat ground belov the agent)
Move towards the stone, na it will be cawful for crafting building.
Priority 2: Bo (lequireent:: Pacing creature or naterial; have neceasery tool)
Use the pickare in the inventery to sallact. more atons anow you are facing it.
Priority toverda table after collecting atote, aa it will be required for crafting.
(laguireent:
ground
agent)
4. Priority 4: Nove toward vater source (enquirenett: Flat ground in the direction of the uater nourcs) Locate cater cource
river) and closer to to
etatus.
5. Priarity 5: Dollact. Brink (Requireeant: An a water snurce)
drink replenich drink
Qoeation: wach action the list, are the reguirmeents net??
Ancper:
Priority 1: Nove South (lleuurement:: Klat ground below agent)
Yes, requiresent is zet. There a ground
agent, and noving south will bring agent the
stone.
Priority (Requirexent:
naterial; necessary tool)
So, the requirement is yet. The agent needs be net since the agent has atone, asone_ppilonn pickaae in the inventory.
the etose, then requirement
Priority 3: Hove Vest (Requtrement: Flat ground left
agent)
Yes, the requirenent zet. There flat ground to west agent, and zoving west will bring the agent closer co the table.
Priority Nove tovard
(Requirenett: Flat ground direction cannot dotermine if requirenent net, as exploration is needed to find water source and check 1f there 15 flat ground leading towards it.
source)
obscrvation not mention nearby vater cource. Purther
Priority 5: Collect Drink (Requirezent:
cource)
No, the requireent collect drick.
agent needs find source
location before being
Question: Did last player
Why?
Ansver:
Yes, the last player action succoeded becsuse there vas flat ground (path) in the direction the player vas facing (east), which alloved the player zove east without obstructions requizenenta unnet.
Qsestion:
Choose
executable action from
Ansver:
The best exocatable action from the 11st above is Priority 1: Nove South, has net the requirenent of having flat ground belos agent, will bring player the
wameuneenStap. 116, Cusulative Revard: 0. D.Oeneneaacn You action m0ve_couth.
You see:
greea ategs your
path atepa to your weat
tree 5 stops to your south-vest
table atepa to south-veat.
You stose at your (south)).
Your stazus:
food:
drink: 4/9
energy: 9/9
179

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inventory:
atons:
coul: 2
iron:
pickaze:
atone_pickase:
QA
Queation:: Action
Acsver:
Queation: List objecta in the current ciservation. For each object, breifly ansver what resource it provides and ita regrirmant.
Ansow::
Grasa: Providea se direct resources but can be used to create pathis or clear land, No requirerett.
Stanw: Providex
rasource when rined, which be used to craft toola and build structurea. Requirea. uond atone
Path:
Provides no resourcea
easier novement. No requirenets.
Tran: Provides uood resource when chopped, used in crafting or building. Regsirax a wood or atone azw (not nentioned in ious instractions) chop.
crafting
crafting
stase, already placed. requirexents
Interaction..
Orestion: What last action taken the player?
The action taken by player waz novt,.outh.
Queation:: For each object in the lixt, are the requirasents for interactios?
Ansper:
Grann: requirenente for interaction, the requirenents are ret.
Stone: Requirea vood or atone pickaze to sine. You have both vood_pickaze and stora_pickaze in your inventory; thus,
requirenents
repuirenenta
requirmenns
Tree: Requiraa wood or atone axe (not mentioned in prezious instractions) shop. Currently, you don't have ate
your inventory; thue, the requirennnss are not net.
Tabla: No requirenents for interaction, the requirenents set.
Osestion: List top sub-tarke the player should follow. Indicate their priority out of
Anaver:
Priority 4/5: Collect
already have vood_ptcktae
pickaxe,
requirement mining stose.
2. Priority 5/5: Replenish food and drink Your food and drink levels are 6/9 and 1/9, respectively. Find source of food healthy state.
drink, liice
lake,
3. Priority 3/5: Graft additional tools and reapone Use the table in proxinity to craft nore tools or weapons (e.g., an iron pickase or iron evord), which can help you acquire more valuable resources and defend againet threate, You might need to collect
and wood crafting.
Oseation: Vhat are the requirenents for the top aub-tack? What should the player do firet?
Anzper:
For the top sub-tack, "Collect
requirenente
Baving an appropriate tool to mine the stone: Since the player already has a 2ood_ pickrre and stone_pickaxe in their investory, this requirenent i8 net.
The player chould
wood_pickans or stose_ stose_pickaxe action "Bo." This action will help increaze the player's 's stone resources, which can later be used for crafting stems or building stractures.
the stone by facing scone taking the
Osestion: top
player shonld actions. Indicato their priorisy out of E.
requirenent for action. ONLY
Ancper:
Priorisy
atose) Requirezent: Facing
having the necessary tool (pood_piciaze
stoze_ picka_pickaze) the inventory.
2. Priority 2: Nove Vest (Tovards the table) Requirenent: Flat ground to the veat of the agent.
Priority
Piciaaoo Requirenent: Hearby table, furnace, having wood, coal, iron inventory.
4. Priority 4: Hove North (Explore the area) Requirenent: Flat ground above the agent.
Peiority Hove (Exploro the area) Requirenent: Flat ground below the agent.
Queation: For euch action in the liat, are the requirannns net? Ansper:
(Kine stone) Yes, zequirexents are zot as player facing the stone investory.
stome_pickase their
Reat (Towerda table) requirenenta
ground (path)
of apeat.
3. Make Iron Pickaze No, zequirenents are not not since the player is not near a table or furnace.
North (Esplere
requiresents
player facing
their front (south).
5. Nove South (Explorw the arwa) Yea, requicenenta are sut as therw is flat ground (atone) belov the agent.
Dreation: Did last player actiion succeed? Why?
Anaver:
You, the last player action to nove_south succeeded because there vas flat ground in the south direction, alloving the player to nove there.
180

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Question: Choose best executable action from
Anaver:
The best ezecatable action Irom the list ia to "Do (Nioa the stane)" since the player is facing the stone and has the necesarry tool pickaze) in their inventory. This action noets all the zequirenente and would help the player for crafting building,
collect.
117, Cusulative Revard: 0. You action do.
You s00:
greas steps your
atone ateps to your north
troe 5 atepa to your souch-vest
tabla ateps to your snuthrveat.
You face path at your fron: (south).
Your atatua:
food: 5/9
drink: 4/9
energy: 9/9
inventory:
stons: 4
coal: 2
iron:
good pickaze:
stone pww.pppce.eeeee
QA
Ansver: Move Aest
Qsestion: objects current obcorvation. each. object, broifly anceer resource it providee and ite reguiremens.
Ansver:
directly but used flat ground zovenent, requirenent to interact Provides ne ressurces directly,
Provides
ground noverent. requirement interact Provides uood resmirce which can med to craft tools, seapons, and other ttens. Raqui rax uond pickass
Tren:
collected.
Table: Provides
for crafting taols and requirenent interact it.
No additional resources obtatned frox directly.
6. Stone (collocted): Provides stone recource which can be used to craft tools, pespone, and other stene, Bequires
wood_ pickase or stone, packaae to be collected.
Additionally,
you have collected the stone during Player Obeervation Step Conl: Provides fuel for anelting rateriale in furnace. Requires wood pickaze or stone, pickase to be col lected.
your inventory, you have:
7. Iron: Prorides resource for crafting advanced tools and seapone. Requizes stone_piciane to be collected. resources. Requires wood and table crafting. pickeepickare: Provides tool for collecting stone, coal, izea resources. Requires wood, stone, crafting.
Wood piciaaze: Provides tool for collecting wood
for
Question: Vhat
taken the player?
Ansver:
The last action takenn by the player was "do."
Question:
For each object
the requirenente interaction?
Ansper:
1. Grass: No zequiranctts for interaction, so it's not.
2. Path: No requrenents for interaction, it's net.
Tree: Requires vood_piciaze collect the
have woed_pickaze your inventory, requiramen
is net.
Table: Bo roquirennts for interaction, so it's not.
6. Stone (collected): Requires wood_pickare stone_pickaze to collect. You have both wood_pickaze and stone_piciaze in shen you collected it.
your inventery, the requienent
For the itens in your inventory:
6. Coal: Bequires vood_ptckaze
picka_e to collect. You have both a wood_ pickkai and stese_pickaxe in when collected Iren: Requires stome_piciaxe collect. You stose_pichaze your inventory, so requirexent vas not
investory, the requirment
you collected it.
8. Vood pickase: You've already crafted this, the requiaement of vood and a table vas net previously.
stone_pickare: You've already crafted this, requirenent
and table
previously.
Queation: List top subrtaska the player should follow. Indicate their priority out of 6.
Ansper:
Priority Increase food and drink levela Pind
of food (e.g., come, plasta, fruit) or rivers) restore your food (E/9) drink (4/9) levela, so you can salatain health and energy.
(e.g.,
2. Priority 4/5: Graft furnace You already have sufficient atone (4) allow you
and produce advanced toola and veagous, such inventory, and crafting furnace will iron pickase iron averd.
3. Priority 3/5: Collect more from and coal To nake the nost out of crafting a furnace, gather sore iron and coal wsing your pickaaee This will allow to create advanced roels and veagona for improved officisncy and corbat capabilittien.
Question: What are the requirenenta for the top aub-task? that should the player do fixat?
Ansowr:
Reguirmanta for top sub-task (Incrwase food and drink levela):
181

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Locabe sourcw of food: Look for cous, plante, or fruit that can callacted and consurtd to restare your lerels.
2. Locate source of vater: Find lake river shere can drink vater restaze your drink lovelo.
should the player do first:
Sinow both food and drink lavelx are uasential for maintaining good health and of food
the player should start by locating
plant, fruit in their vicinity, they should prioritize roving touards it. to collent food. If there's lake or river searby, the player sbould nowe towards to drink water. If miltiple sources are available, the player own choose based on procinity and the mas of reaching thes.
nearlyy
player
Queation:
player actions. Indicate their priority out of 5.
List top
requirarant for action.
ONLY from list all
Ansver:
Priority 1: Hove Vext (Baquirennt: Plat ground left to the agent) Noving weat will bring the player closer the grass, may provide food (planta fruit)
their fond levela.
2. Priority 2: Un (Bequiraent: Pacing creatarre or naterial; have the sacomnrry tonl) If the player ancountars a cou or another source of food, they can perfors "Do' La collect food.
Priarity 3:
Mave South (Bageirment: which any also provide food (fruit) or vood for crafting puspossa,
ground below the agant) Naving south will bring the player clower the tree,
Priority Drink (Baquirenent: Facing sourcw, they should drink from it to restore their drink levela.
source, auch
player
5. Priarity S: Sleep (Requieeent:: Energy lwoal is below rauin)) Vhila the current anergy lavel is at ratimux, it's cccestial to remember sleep wheo the energy level decreanee, ensuring good health and productivity.
Queatiin:: For each action in the list, are the raguirmsent nwt??
Ansper:
path step the 2. Do: Ourrently, the player is not facing any creature or naterial Like con or plant required for this action, the regeirwentt ix not
West:
recent for ground left of agent
3. Nove South: Yes, the requirenent for tlat ground below the agent is net since there's path to the south of the player,
Drink: The player's observation not mention
sight, the requirezent "Drink'
net.
6. Sleep: No, the requirement is not zet since the player'e energy level is currently at the maxteu (9/9).
Question:
last player action euccoed? Why?
Ansver:
Yes, the last player actionn mucoended. The player was facing stone at their front (nouth) and used the "do* action, which recuited in euccossfllyy collecting the stono. This confirmed by increase the count the investory fron
Question: Choose the best executable action from. above.
Ansper:
The exocutable action from the above 1ist "Nove West" since its requirenent haring flat ground the the ageat is met.
Stop: 118, Cmulatiiv Roward: 0, You took action rost_
You see:
stone 2 steps to your south
path stops to your north steps your south-vest table steps to your south-sest
You face grass at your front (vest).
statue:
health: 9/9
food: 5/9
4/9
energy: 8/9
Your inventory:
coal:
iron:
poo__piciaze:
pickase:
QA
Question: Action
Ansowe:
Question: List objecta in the current observattio. For each object, breifly assver what rwsource it providea and ita zegliremnn..
Stame: Provides stone rssourow; ruquirwa pickuze or stome pickase for collection.
2. Path: No resource provided; requizes so action as itta open ground for soversat.
3. Trem: Providea wood resmurea; requires wond, or stane, stann,pickars pickars for collaction.
Table: Allovs crafting of tools and veapona; zequirea vood investory for crafting.
182

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Graas: imsediate provided; cleared with piciaaeo dug up, used pathwayss creating ground comstruction.
Question: Vhat waa the last action taken the playoz?
Ansver:
The last action taken by the player waz nove,
Queatiia::
For each object in the list, are the requireeents nwt for interaction?
Acsver:
Stane:
Yes, the requirments for interacting with the atone are net, an the player hax both wood pooddpt and stots_pickace is their inventory.
2. Path: Yes, the zequirenents for interacting with the path xut, as it
ground and dowan't zequize any special Tewe: Yes, requireenta for interacting with the time are sut, as the player has both wood_piikin and
atese pickaze is their iaventozy.
4. Tabla: Yax, the requrmaants for interaching with the table net, the player hax wond and stone in thair inventary,
be for crafting toola seagena.
Greas: Yes, requireenta for interacting with grass are nut, the player has both wood,pickaze and store pickase in their inventory, which can be used to clear the graax or dig it up.
Qsestion: top sub-taske player
follow. Indscate
priority out
Ansow::
1. Improve food and drink lavela (Priority: 5/5): The playar's fond level is at 5/9, and their drink lavel is at 4/9. To avold depletion, find and consume food drink resources replenteh these levels.
Collact norw wood (Priority: 4/5):
ussential crafting toola, seapona, and sheliar. The player should interact with nearby tress uning thair wood pickare or stone atone_ pickaze to collact nore wood.
Craft iron picisare or iron rvord (Priority: 3/5): player
their inventory. Crafting
pickaze or fron aword requires nore iron, coal, and furnace. This tank involves locasing additioona) iron and coal. na well aa creating a furnace if not, nearby. The iron. tools will help progresa further in the geze and provide better defease.
Queatiin:: Vhat are resenta for the top aubrtask? What. should the player do firat?
Ansper:
Top Sub-tanle: Improve food and drink lezelx
Requirenente::
1. Find a source of food, much as anivala or plants that can be conuuned.
Find cource of drink,
laise, river other body.
should the player da first?
1. The player should prioritize finding cources of food and drink nearby. They can start by looking for aninals Like coss or fruit-beriin plante their surrounding and collecting then. drink they have collected replenish their levels zaintain their
Then, the player sbould concune the survival in the gaze.
Question:
List actions the player chould and requirenent for each action. Choose ONLY frox the 1ist all actions. Indicato their priority out of 5.
Ansver:
Top 5 actions the player chould take, along with their requirenente and priority:
Peiority 1: Hove Vest
Requirenent: Flat ground left to the agent
Heason: There 15 grass to the pest, and the player may find more food and drink resources in the vicinity.
Priority 2: Hove
Requirezent: Flat ground belor the agent
Roason: The player will likely rind food resources like fruit-bearing plants and anisals near the trees in the south-vest.
Priority
facing
cource)
Requirenent: Facing creature or naterial; have uecessary tool
Reason: If the player rinds food cource like con or fruit, they chould interact with it to obtain the food.
Priority 4:
facing vater body)
Requirenent: Facing a vater body; no necessary tool
Reason: If the player finda vater body like lake or ziver, they should interact with it to obtain drink.
Priority Noop
Requiresant: Always applicable
Roason: This action will skip an agent's tarn, applies whea none of the other actions are possible or necessary.
Question: each action the list, are the zequirexents net? Ansper:
For the provided player obsurvation, Iut?a determize if the requitenent for each action in the liat set:
Priority 1: Move Vest
Requirasent: Flat ground left to the agest Status: Ket (thare is grass stop to the vest)
Peiority 2: Move South
Requirenaut: Flat ground beloe the agent
Status: Kat (tharw is path stap to the south)
Peiority 3:
facing food cource)
Requirmeet:: Facing creature or mnterial; have necezaury tool
Status: Not net (the player is facing grass, not a food source)
Peiarity 4: Do facing vater body)
Requiresant: Facing vater body; no necessary tool
Status: Not nws (the player ia facing grass, not satar body)
183

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Priority Moop
Requireeent: Alwaya applicable
Status: Kot (ooop cas alwaya be used if other actiona azen't necessary or pessible)
Queation: Did last player action
Why?
Anaver:
Yoe, the last player action (sove_sest) succeeded. The action vas auccesstul because the player was able to nove frem their initial pasition nev position step to the vest, indicated the change in their surroundings and the updated olservation.
Queation: Choose the beat, asecutable action from above.
Ansvur:
requirmeett ground left the The agent) is has the highest priority anong the possible actions.
Priority
Stap: 119, Cusulative Roward: J.D.saaaaa***
You tank action wove, seat.
atone ateps to your amuthreaxt.
path stepa La your norch
tree
your south
staps your
You face grass at your front (seat).
bwalth: 9/9
food: 5/9
drink: 4/9
energy:
Your inventory:
stone:
coal:
iron:
sond pickaze:
stone_picisze:
Doeation: Action
Ansper:
Hove South
Qsestion:
List objects in the curront obeorvation. For each object, brosfly anseer shat rosource it providee and 17c
reguiremens.
Amsper:
Stone: Provides
resource, requires
pickaxe to collect.
Path: Provides passable roste, no requiremetts to traverse.
3. Tree: Provides uood resource, can be collected with an are or wood stote pickaze.
Table: Allovs crafting of tools and
wood to craft and with zequirescnts.
Provides no resource, can
Bote: The observation also rentions the player's ie inventory and statue.
Question:
last action taken by the playor?
Insper:
The last action taken by the player was nove_west.
Usestion:
object lset, are the requirezente interaction7
Ansper:
1. Stone: Yes, the requirexente are not the player has rood_piciaze and a stone_piciaze in their inventory.
Path:
requiresents needed.
player sieply
path without any additional tools
3. Tree: Partially, the player has a wood wood_pichase pichaxe and stone pickaxe shich can be used to collect good, but ideally, an axe would be zore officient. Hosever, the player does not have axe curreatly in their inveatory. the player
the 5. Grass: Yes, the zequirexents are not as the player can valk on grass without any additional tools or resources needed.
Table:
requirezente couts).
crafted and placed table withis proxinity
Queatimn: top sub-taaka player should follow. Indicate their priozity
Ansver:
1. Collect nore wood (Priority: 4/5) Vood is cccentil for crafting tools and bailding structures, The player currectly dowsn't have vood their inventory, so itts un ixportant taak.
Drink vater (Priority: 3/6) player's
9, noans they should prioritize finding eater source like lake or ziver to refill their drink level soon.
is
Find and collect better tools and veapona
(Priarity:
player only an irom pickaze and avord.
their inventory, they
Queation: Vist the requirenenta for the tap aub-task? Vhat abould the player firat?
Assver:
Top sub-tack: nore
Bequirenents:
Daw an appropriate Lool. (vood_ pickace atone_pickuze) inventory.
3. Carzy out the action to collect vood.
184

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player should should nove touarda oollact nore wood.
observation,
atepo player's south. playez
Question: List top actiona the player should raže and the requirenint for each action. Choose ONLY frox the list all Indicata their priority
Anaver:
1. Priorisy 1: Hove Bouth (tocards the tzee)
Requiranent: Flat ground belov the
Priority 2: Hove Sooth (continus noving towards the tree) Requirasent: Flat ground belov the agant.
Priority (collect wood
Requirmmet:: Facing trww; having wood pickaze stone_pickase the inventary.
4. Priority 4: Locate water acurcs (increazs drink))
Requizenent: ground any direction visibility
5. Priority 5: Dollact. Brink (drink uater to restore thirat)
Requiranent: Facing vatar source.
Queation: action
list, are the requirmeent net?
Ansver:
Priority 1: Nove South (socards the trea)
Requireeent: ground zequirment aec.
apent.
2. Priarity 2:
Nove Bouth (continue soving towardx the tree)
Bequirement: Flat ground Yes, the regeirweent in net after completing the first action.
agent.
Priority Do (collect wood the tree) Requiresent: Facing the requirmeents in the inventory.
having pickaze pickaze inventary.
completing
actione, the player has sond_pickase stone_pickas
cource (increase Requirement: Flat ground in any direction and viesbility lity to search for a water source. Resed on the current observation (stapa 236 and 238), the requirrant cameo be datarmined since vater aouron ia not currently vicible.
Priority
Priarity
(drink water restors thirst)
Bequirement: Facing vater cource. Currently,
there
vissble the player's observations.
Osestion: Uid the last player action succoedy Khy?
Ansver:
the player (novo_rest) succeeded
(grase) west of player,
the tree), requirenent ground Question: Choose the best executable action froz. abore.
Ansper:
exocutable action the sgent) is not.
Priority
Stap: 120, Omulattiv Roward: 0, 0.0remmannn. You took action mote_couth.
grass steps to your sest stone steps to your south-oast stops your
stops your
You face table at your front (south).
health: 9/9
food: 5/9
4/9 energy:
Your inventory:
coal:
iron:
pood_piciaaz::
pickase:
Question: Action
Ansowe:
Questiio:: List objecta in the current oissevvation. For each objjcc, breifly asscer what resource it providea and ita
zegliremnt.
Stame: Provides stone essourcw, exquirea wood pickaze or better collecting.
2. Path: Providea Clarr and flat area to move through, so requireneats.
Trew: Providea vood
agpropriace tool like an col collwat, but. wlao be collected hand
albwit
185

---

but cleared building farning, requiresents. Tahll: Procidea the ahility to craft advanoed tools, ueagons, and itwra, reguires wood for crafting.
Provides
Question: Shat vas the last action taken by the playoz?
Ansver:
The last action taken by the player waz nove,,outh.
Queation:: For each object in the list, are the reguirmeents nwt for interactios?
Acsver:
Stane:
Yex, the requinments are set for interaction aince you have both wood, pickaze and stone, aston_ppicarss piccarpccceeeee in your
investory.
2. Path: Yes, the requirenents are not for interaction us there aze no spacific requizerenta for noving through pate.
Trew:
regsireants
absolute requirmeent callact Noweeer,
having an aow sould make the process more afficient.
4. Greas: Yea, the zequirazents are sot for interaction as there aze so requiroments for cleacing grass.
Tabll: Yax, the requirwents
snt for interaction since have vond, stone, coal, and fron in your inventory, which craft tools, sesposse,
be
the table.
Queation: List top 3 aubrtaakc the player should follow. Indicata thair prisrity out, of 5.
Ansowe:
Priority 5/5: Replenish your drink
levels by finding or aninala to wat. Your current food lavel in 5/8 and drink level in 4/9.
from resources plante
Priority 4/5: Graft stare at the nearby table using your available resources improve your tools, weapons, build helpful abjacta (w.g., iron pickaze iron aword).
3. Priority 3/5: Collect more resources euch an wood, stone, and froe. to expand your inventory, improve your tools, and gain the ability to craft advanced itera. Be cautious of your snergy levels and prioritize reat if sweded.
Queation: What are the requirenenta for the top aub-tack? What should the player do firat?
Anaver:
Top sub-task requirenents: leepeenshh your drink and food levels.
a water aource: Explors the surrounding area to locate lake, river another source of water. When you' 're tear water source, iateract with 15 (use the action "Collect Drink") to restore your drink level.
food resource:: Look fruit-bearing plants, or bust anizals coes shich can eates when deteated. you have food itens in your inventory, use the actione "Place Plant" and "Bat Plant," or "Lat Cow" to restore your food level.
Piret stepe: Start by looking
water source in your vicinity an eye out for fond rexorrces. (now you locate unter smurce, interact with it to callect drink and restore your thirst level. Hany of the actions that involve movenent and exploration can be carried out eimultnecussly, so exploring the eurroundings should be the tirst priorsty.
any four directions). he you explore, keep
Question: List top actions the player should take and the requirenent for each action. Choose ONLY froz the 1ist of all actions. Indicate their priortsy out of 5.
Ansper:
Priority Hove any direction: Vest, Eact, North, South) Requirement: ground in chosen directionn This will help you explore the surrounding area and locate a water source and food resources.
Priority 2:
Collect Drink Requirenent: A vater source like lake river searby, Quench your thiret interacting with the vatex source increase your drink level.
3. Priority 3:
Collect Sampling or Defeat Con leequreeent:: Pinding troit-bearing plants or encoustering cous. Collect saplings from plants defeat
obtain food
4. Priority 4: Place Plant or Bat Cow Requirenent: Sapling or con neat in the inventory. Use the obtained food recources fron the previous action replenish your food level.
Priority 5i food geeds and easure your survival in the game.
lequiremen::
plant in your vicinity. Consuxe the grocing fruite to turther catiety your
Question: For each action in the list, the requirasents net? Ansveri
Based on the player's most recent observation (Step 240), let's analyzo i2 the requirencnts are net for the top 5 actions:
Hove (in any direction: player can move grace, North to path, East fron their current poestion.
East, North, South): Yes, requirement flat ground in chosen direction
2. Collect Drink: No. the current observation does not zention vater sources like lakes or rivers nearby. The player aay find
explore
3. Collect Sampling or Defeat Cou: No, the current observation does not menticn fruit-bearing plants or coue nearby. The player need explore more to find food resourcws.
Place Plant or Cos: No. The player does not have any saplinge or cou zest their inventory.
6. Eat Plant: No, the current observarion does not nention placed plants in the viciaity for the player to consune fruita.
Question: Did the last player action succoed? Why?
Ansowe:
the last player action povee_ succeeded because there ground (table) available in front the player at south dixection, and the player was able to novo there vithout any restrictions oz obstacles.
Queation: Choose the best executable action Iron. above.
Ansvwr:
The bust ezecutable action from the 1ist above is:
1. Moow (in any dicciioon:: Neat, Eest, North, South)
186

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the requiremente this current positiin wxplore aurroundings and potentially locata reacurows.
player towarda grass, path, from
Stan 121, Cumulation Roward: You took action 20ve_cest.
You
stons steps to your amuthreast
path stepa to your nor northreaat
tree stepa to your norch-veat
staps your
You Face gresa at your frons (wwat).
bealch: 9/9
food: 5/9
drink: 4/9
energy:
Your inventory:
4
iron:
soad pickaze:
atone, pickaze:
Qoeation: Action
Anaver: North
Quentiin:: objects current ciservation. each object, brwifly ansver reanurce it pravideo and ita
requirement.
Ansoe::
resources, requires wood pickaxe or 2. Path: Provides case of rovement, no requirennts to interact,
Stane: Provides
3. Tran: Provides uood rasmirces, raqui ras an ase or tanl capahla of chopping vood.
Table: Provides crafting surface,
wood craft place. specific ressurce requirecent.
Ansthetic
Inventory (itaes):
Stone: Used to craft tools and structures, require collecting with pickare.
Coal: lsedd fuel
pickaze. items, requires collecting Wood_ptcizmn Tool for collecting stote resources, requires wood to craft.
collecting
Irom: craft advanced
etoso pickaze and snclting.
SStone Sttme_ptcctare picitaze: Tool. for collecting irom resources, requires stone and wood to craft.
Osestion:
taken the playor?
Ansver:
The last action takee by the player was nove_veet.
Question: each object the list, are the zequirenente
interaction?
Insper:
1. Stone: Yes, you have wood, pickare and stone_pickass in your inventory, you can collect stone.
Tree: No, you specific requirements
Path:
needed interact with path. your inventory.
axe a capable of chopping 4. Table: Yes, the table is already placed, and you can use it for crarting.
6. Grass: Yes, though there is so specific interaction or resource provided grass.
Inventory (itese):
you Yes, you have already collected coal.
already
stone.
Coal:
iron: Yee, you have siready collected iron.
Vosd_pickaze:
you have wood_pickaxe Stone stome_pickare: Yes, you have stone _icckae your investory.
Question: List sub-tasks the player should follow. Indicate their priority out of 5.
Amsper:
Collect wood (Priorsty:
essential cratting tools, weapone, building rateriale. You are currently lacking an aze, so this should be top priority.
Collecting
Find
(Priority: 4/5) isportant avoid dobydration.
drink level is 4/9, finding
replenish your thirat
3. Graft and consuse food (Pxiority: 4/5) - Your food level is 5/9, and securing food sourcs and raising your Food Invel will help saintain your health energy
crafting rinding food should be priority.
Question:
Vaat are the requireenta for the top aub-task? What abould the player do fixut?
Ansper:
For top subrtask (Callact vood):
Bequiresants:
Locate trew to collect wood.
the pood_piclass another conpatible tool is in inventory hand.
Viat. should the player do first:
The player should first locate tree searby to collect wood fros. In the ebservation, it vaa reatioone that there's by soving direction
stapa thair
The player
Question: List top actions the player should taãte and the requirenent for each action. Choose ONLY frox the list of all nctions. Indicata their priority out of 5.
187

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Peiority: Nove North
Reguireeent: ground
agent.
2. Peiozity: 2 Action: Nove Vest
Requireeett: ground
agent.
Priozisy: Action: Nove West (Rapeat once zoze to reach the tree)
Requirement: Flat ground left to the agent.
Priarity: Actions (Gollact
tres)
Requirmeent: Facing the trew; Baving vood,pickaze or another cospatibbl tool.
Priarity:
South (latarning
Requiranant: ground right to agent
East) Flat ground belov agent Bouth).
Qreation: For each action in the list, the requirasenta nob?
Ansver:
Peiority:
Nove
Reguirazent: Flat ground whove of the agent.
Statua: Mat (Thazn is puth
to the northreaat)
Priarity:
Hove
Requirmaent: Flat ground left to the agest.
Status: Vet (There
's front)
Nove (Rapwat noze Requirezent: Flat ground left to the agest.
Priority:
tree)
Status: Vat (Axauming there la flat ground continuing sestuard toward the tree)
Priority: Actionn De (Dollact wood from the tres)
Requirmeant: Pacing the tree; Raving vood_pickaze or another cospat-ible tool.
Status: Ket (The
vood_ptciaae their inventory)
Priarity: Actions Noow
South (Beturning to table craft itazs)
Requirezent: Flat ground right to the agent (for Hove Lact) or Flat ground below the agent (for Hore South).
Status: Vat (There
the northreast: and table to the south-wast))
Osestion: Did the last player action succeedy Why?
Anaver:
the last player action (novo (eov)_ eucceeded posstion, alloving
flat (graze) available the player'
direction.
Qsestion: Choose the best executable action fron. abore.
Ansper:
The exocutable action
above
Priority: Action: Hove North
Bequirenent: Flat
Stop 122, Cmullttiv Revard: 0. You action move_porth.
You see:
north-east path stops your east
steps
tree steps to your north-vest
table steps to your south-east
grass your
Your statue:
bealth: 9/9
food:
crink: 0/9
energy: 9/9
inventory:
stone:
coal: 2
wood_piceee pickase:
stooeeppccaaee
Q4
Question:
Ansver:
Move Eas:
Question: ubjecta
observation. object, breifly
providea its
zequirmaett.
Ansper:
Stame: Provides
requirea pickapickaze or better collact. walk zequires interaction.
Path: Frovidea flat
Zree: Provides good resource, requizes pickaee better collect.
Table: Allovs crafting toola and ssapona, requirea soed to craft. resouzces, requires no interaction.
Graza (in front): Can be valked
Queation:
taken by the player?
Ausper:
The Teat actiion taken by the player "nove, .
188

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Question: For each object
the zequirenente
interaction?
Ansver:
1. Stome: Yea, the player has a vood_pickass and a stons pickess for collecting stone.
2. Path: Yes, the player can valk the path without additional requirezents.
Tree:
player
vosd_pickars for collensing wood. table nearby
Tea, player alrwady
use crafting.
6. Grass (in front): Yes, the player can salk on the geass vithout any additional requiromets.
Question: top sub-taaka player should follow. Indicate priozity
Ansow::
1. Collact nore rescurcнa (Priority 4/5): Focus en gathering nore atose, wood, coal, and iron to ingrove toola, wengots,, and create now atractures.
Incrwase food ea covs, and sourcea of vatez, such as lakea, to zeplenish food and drlak levels.
levela (Priority 5/8): Player's food
are low. Search anurcea food,
Graft toola snagosa (Psiority 3/5);
upgrade (w.g., crafting pickaze) veapona (e.g., crafting an fron sword) the nearby table once enough resources are gathered.
collected
Queation: Vhat are the requirenena for the top aubrtask? What abould the player firat?
For the top sob-task (Callact nore reaоsrcн)), the requinerente nrw:
Wond: Use wood, pickaze stone picieaze interact with traes.
stone_pickase interact with depazlta. Coal: atone
blacks.
Iron: Use the stone, stone_picken pickaze to interact with iron deposits.
firet action player
tocards nearest recources gather then, the north-eant and tree 3 stepe to the north-sest, the player should head to either resource and use the appropriate pickaze to collact it.
steps
Qseation: top
player actions. Indicate their priority out 5.
requiranent
ONLY
Ansper:
Priorisy: Nove Bast (5/5)
Roquirenent: ground east agent.
2. Priority: Nove North-Paat (4/5)
Requirenent:
north-east direction fron
Priarity: (llas atone, pickaza atons) (3/5)
Requirenent: Facing the stone block and having stone_ptciare equipped.
Peiority: (Uee stone_pickaxe txee) (2/6)
Requirenent: Pacing the tree and having stone_pictare equipped.
Priority: Nove Horth (1/6)
Requirenent: ground
ageat.
Question: For each action in the list, are the zequirenente nct?
Ansper;
Requirenent: Flat ground to the east of the agent.
Status: Yee, the requirement is net, There a path 1 step to the east.
Korth-East
Requirenent: Flat ground in the north-east direction fron the agent.
Status: No, the requirement is met. There is mentica of flat ground in the north-east direction.
stone, ppcciaze
(3/5)
Requireneut: Facing the stone block and having a stoue_pickere equipped.
Status: No, the requirement is not zet. The agent is not currently fasing the stone block.
stone, coos__iickare txeo) (2/E)
Requirenent: Facing the tree and having a stone_ pickaze equspped.
Status: No, the zequirmmet is mot. The agent not currently facing the tree.
Sequiresaat: Flat ground to the north of the ageat.
Status: Tee, the requirement is net. The agent currently facing grass at their front (aorch).
Question: last player action auccoed? Why?
Ansper:
Yea, the last playez action "sove north" succeeded because there flat ground ("grana") to the north, allozing the player that direction without any
Question: Choose the beat executable action from, above. Ansper:
The abecutable action
East" (priority 5/5) aince haa fllt ground (path) the agant, the requirenent this action net.
given
Stop: 123, Qusulative Roward: D.Deeennnnen You took actiion sove, weat.
You
grada atega to your weat
stone 3 steps to your north-east
tree steps to your north-oest.
table atepa your
189

---

Path: You path at your (eaxt).
Tour status:
bealth:
drink: 4/9
enwrgy: 9/9
inventory:
stone:
coal: 2
peod_pickaze.
sicne_pickase:
QA
Queation:
Hove North
objects
object, breifly provides
ragu ingiirment.
Ansver:
Graze:
providea:: Saplings (shen interacting grazs, find saplings)
Requirenent: Interact apecific requized)
2. Stanw:
provides:
crafting raterial)
Requirerent: Interact: with Mood Stone Pickare
Requirmeent: providex:
say eaxily
4. Trew:
Bessurce provides:
crafting material)
Sequtrenent: Interact with Wood Stone Pickaze
Table:
provides: Crafting statton cratting veapons)
Requiiarent:: Interact. (nn apecific requited)
Osestion: Veat
last action taken the player?
Ansver:
The last action takeen by the player was "nore_cast."
Question: For each object
the requirenente intoraction?
Baxed on your current inventory and player status, leb's checkt if the requirenetss for interaction are set for each object:
Bequirosent: Interact apecific requized)
Bequircnents met: Yes
:equiromest: Interact
Stone Sequirenents met: Yes, you have bosh a Vood and Stone Picizaze in your inventory.
Path:
sequirenent:
Bequirenents met: Yes, there are no specific requirezente zeeded to nove along the path.
:equironent: Interact Vood Stone
Bequirenents met: Yes, you have bosh. a Vood and Stone Fickaaee in your inventory.
Table:
Bequirenent:
epecific requized)
Bequiresenta met: Yes
Queatian: top sub-taaka player ahould follow. Indicate priozity
1. Replentch drink (priority: 8/6): Your current drink level is 4/9, and it's crucial to ensure your survival. Find a water sourcw collect. drinka increase drink level.
Replentch (priority: resourcea, such as collecting fruita, hinting unisals, or groving crapa to incresse your food level.
current
5/9.
energy health, you
Collect
(priority: 3/5): Consiaue gethering
and prepare crafting help defense against nomaers
advanced constructing sbelters. This achieve gaze objectives.
Question:
requirenena top aub-task? Vhat abould player firat?
Ansver!
Top Sub-tapk:: Replenish drink (priority: 5/5)
Reguinaeents::
source (lake, river, wto.) collect, itens (oater bottlea, fruita, wtc.) 2. Inventory space to store the collected drinka, if necessary
should player firats
190

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player should
drink directly alternacively, for Hhena water bottles fruits conause and replenish lavel.
Question: List top actions the player should raže and the requirenint for each action. Choose ONLY frox the 1ist all Indicata their priority
Ansver:
1. Move North (Priority: 6/6)
Requirerent: Flat ground above of the agent.
South (Priority: 4/8)
Requireeent: Plat ground belov the agent.
(Prinrity:
Requiranant: ground right to agent.
4. Novn Neat. (Priarity: 2/5)
Requireset::
left ageat.
5. Do (Priority: 1/5)
Requiresent: Facing creature or naturial; have necezoury tool.
Queation:
action liat, are the reguirmeent net?
Ansver:
Hove North (Priority: 5/5)
Requiranant: ground
agent.
Yea, the requirmment awt: face grasa your front (sorth).
2. Moow South (Priority: 4/5)
Requirenent: ground
agent.
Yes, the requirment 18 met: Yhere's table steps to your south.
Hove Bast (Priority: 3/5)
Requiraeent:
right agent.
Yex, the requirmeen met: face path your front (waxt).
4. Movn Weat (Priarity: 2/5)
Requirenent: ground
agent.
Yes, the requirezen i5 met: Yhere's grass step to your west.
(Priorsty: 1/6)
Requirezent: Pacing creature
necessary
No, the regsirmeent ix not rat: face path your front (maet), which dosnn't raquire any tool interaction.
Osestion: Did the last
action succeedy Why?
Ansver:
Yes, the last player action "novo_past" paat" succeeded. The action succeeted because there vas path in front of the player east), allowing then nove in that direction wishout any obstacler blocking their way.
Qsestion:
Ansoer:
The best exocatable action from above "Nove North* with prisrity 5/5. The requirement for this action is net, you face front (north), which
flat above
124, Cusulative Revard: Denenee**.. You action porth..
You see:
grass steps your
steps your
tree 3 stops to your north-vest
table 3 steps to your south
steps your north-wast
You face path at your front (north),
food: 5/9
drink: 4/9
eaergy: 9/9
Your inventory:
atone: 4
piclapica
ptone_pickazo:
Question:
Ansper: Move East
Question: objects current obsorvation. each obfect, broifly resource it provides 118 requize mngirrment.
Ansper:
Bwanurce:
Bequizenest: Mone
191

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(for aaking building)
Requi rerent: Stone Pickass collact
3. 7ree:
(for naking Requiseent:: bay tool
building) accow) can collact
7ablw:
Crafting station
seepess
Requi rement: have unod to table
6. Cou:
heallth)
Requisemen:: nearby defeated
6. Path:
Providea directios
Requisenent: ground
novenent
Questiio:: What wua the last action taken the player?
The action taken by player waa novn,north.
Orestion: For each object in the list, the
interaction?
Requi rements net: Yes, you can inseract with grass anytine as there are no specific requirerents.
Stone: Requi rements zet: Yee, you have both wood pickkze and stone_pickans in your inventory, which allows you to collect.
atone.
Requi rements net: Yex, you have wond, pickkse plane_pickese in your inventory, which can to the tree.
Sequirenents zet: Yes, the table ie already placed, so you can interact with it to craft toole and weapote.
Requirenetts Bo, currentlyy steps may your north-sert; you defest: it food.
Path:
Requirencsts Yes, path ground, you
any direction.
Osestion: List top sub-taske the player should follox. Indicate their priority out of
Ansver:
Priority
resources:
Approach and interact with the nearby stome collect nore stone with your stone chone_pcciaro, which can be used for crafting and building.
Peiority As your drink level is 0/9, finding a veter cource and interacting with it to restore your drink level chould be priority.
source:
Priority
Since your food level ie 6/9, either approach a tree to collect nore wood or defest the cox to obtain food, restoring your health or food level as needed.
Osestion:
requtrenents the top
player
Ansper:
Top Sub-tack: Collect nore recources
Roquiromcate:
clore to the stome (2 stope to the east)
Bave suitable pickaze (you have stose_pickaze in the inventory)
player Move 2 steps east to reach the stone. Oace in front of the stone, use your stcse_piciaze to start collecting more stone resources.
Question: top actions player should take requirenent for action. Choose OnLY actions, Indicato their priority out of 6.
Anaver:
(Priority: 5/6)
Bequirement: Flat ground right ageat.
2. Nove East (Peiority: 4/6)
Requireeent: ground right agent.
3. Do (Priority: 3/E)
Requirmeent: Facing stone (ufter noving tvice); have atone,pickazze available in the inventory.
(Priority: 2/6)
Requirament: Flat, ground luft to the agent.
(Priority:
Requirment:: Flat ground
apent.
Doeation: For each actiion in the lixt, are the reguirweents net?
Assver:
192

---

(Priority: 5/6)
Reguirmeet:: Flat ground right agent.
Yea, the requiceeent are swi; theze path to the eeat.
(Prinrity: 4/5)
Requirmmet:: Flat ground right the ageat.
The requirsmenta for this action can oaly be determined after taking the fizst action (Hove East). Ve cannot curzently deterinn if the requiremnnta net.
(Priority: 3/5)
Requirezent: Facing atone (after noving mast tuice); have stons, atoia.p available in the inventory.
The requiaementa for this action can only be deternined after taking the first two actions (Nove Eest tuice). Ne canaot
repuiteennt
4. Move Rest (Priority: 2/5)
Raquiranet:: Flat ground laft to the grnan
the requrematts
5. Nova South (Priority: 1/5)
Requiranent: Flat ground belov the path
requienents
Question: Did the last player action succead? Khy?
Ansver:
zove player action
flat pach (graza) north allowing player Choowe the bext. executable action from above.
any obatructioss.
Queatiin::
The best atecutable action from the Hist Rast (Priorisy: 5/5) because 158 requirments are met, and has the higheat pricrity.
Stap: 126, Oumulative Reward: D.eereeaen
You took actiion
You nen:
grazs 2 staps to your seat
steps
steps your north-vest
table ataps to your amuthrowxt.
cou steps to your north-vest
You stose at your
Your status:
bealth: 9/9
drink: 4/9
energy: 9/9
inventory:
stone:
coal: 2
g0od_ pood_pickaao
QA
Ocestion:
Hovo North
Question: objects
oiservation. each object, breifly
provides and ito
soquirenent.
Insper:
1. Grass: Provides no direct resources, serves decoration and valkable path. Requirenenta: Yone.
resource
lequiremente: wood, pickaxe
3. Path: Provides clear and straightforvaad patà to tranel. Requironents: Hoge.
Zree:
resouzce chopped. Roquirenents: any type axe chop.
6. 7able: Crafting station to create toola,
other atructures. Roquizemmta:: Needa wood in investory place.
Requirenente::
veapon capable defeating
7. Iron: Prorides izee resource when xined, but not present in the current abservation. Bequirenents: Needs stono_pickaze
Hoto: Coal is not in the current observation but is in the inventory. It serves to sxolt iron shen used in furnace. Reguirwmenta: Boeda pood_pi better to mine.
Question:
taken the playor?
Anaver:
The last action taken by the player was nove_east.
Queation: object the list, are zequiramett interactios?
Ansver:
Graes: No requi reeentx needed for interaction. You nove and wilk the
193

---

Bequirasenta
vood_pickase scone_piccaae your investory. mine
3. Path: No requicerecta needed for interaction, You can sove and walk on the path,
Tree: Not imnediate vicinity stapa your northrwaat).. nauded, shick you cursently don't have in your invaatory.
range, requireent of would
5. Jablw: Not in the imediate vicinity atapa to southrwat). Onow in interaction.
further requireeets nwaded for
6. Cow: Mot in the innadiace vicinity (7 stapa to your northrwaat). Dnow in range, you have wood wood, pickase and pickaze that can be used to dafwat the cou for food, although svord would be more officient.
Iran: Not present investory that nesta the requirenent to size icon.
current observation but pravioualy sentiosed. range, you have stone planne_iickase your
Queation: List top subrtaaka player should follow. Indicata prinrity
Ansver:
1. Priarity by 5/5: Increase drink lwval; Your drink lecal in at 4/9, which needs improverant. You should find vater sourcs drink Iwvel.
like lake river and drink fron it to iscrmise
Priarity 4/5: Tncrwasn food level:
ia at 5/9, should agproach and usw pickase to defeat. is for food, though using aword would be sore efficient. Al Alternatively, locace other food auch eaplinge for planta or truite.
(7 atega to your north-weat)
Priority 3/5: Collect. sore resorree::
additional atone, coal, structares. The stone is prezent in your irmediate vicinity, you can mine it. using the stone, pickaze. Far coal and iron, should explorw the aurroundings to find their deposits.
craft betcer toola, weagous,
Queation: What are the requi for the top aub-tack? What should the player firet?
Anaver:
Top Sub-tank: Increaze drink Level
Requirmmetts:
1. Locate water cource nuch as lake river.
playor
1. The player should explore their surroundinge to find vater source. They can try moving in different directione ( vove, north, nove, east, nove, snith, or wove, swat) to look for a lake or river in the inrpire oharvaatonn, Once the source found, player appreach
drink
drink level.
Queation: List top actiona the player should take actions. Indicate their priority out of 6.
requirenent. for action. Chonas DNLY from the all
Ansper:
Priority
Action: Moze borth/Bast/Bout/Weer
Nequirement: Flat ground in the desized direction (choone the direction based in-gare observations to find water source
Priority
Action: Collect Drink
Laze
Priority
Action: Hove jorth/Bast/Soutth/
ground in desired direction (choose direction based in-gase observations find food resources).
Priority 4:
Action: Ext
Requirement: plant,
inventory.
Priority 8:
Action: Sleep
Boquirement: Energy belce maximum; being sade location avay noesters.
Question: For each action in the list, are the zequirezeate net?
Ansper:
Priority
Action: Hove 3orth/Bast//Burtuuee
Requirement: Flat ground in the desized direction
Statua:
zequireaett
flat grounds aeveral dizectiona.
Priority 2:
Action: Oollect Drink
Being
Status: No, the requirenenz met eince there's source nentionnd the playor's obcorvatione.
Priority 3:
Action: Borth/BaattBBushWWee
Bequirenen:: ground
direction
Status: Yes, the zequirement is net, as there is flat ground in several directioas.
Priority
Action:
oz
Reguirezent: Cow, plast, or collected food iten in the inventory
Status: No, the zequiremnn: is not not there is cow, plant, collected food iten in the inventory.
Priority
Action: Sleop
Requiraeent:: Enwrgy level below neximum; bwing in xafa location from voratara
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Status: requirenent is the energy Level is 9/9, and Houweer, the current energy lavel ix at satinus, so thix action ix not necwasery.
zentioned in player's observation..
Question: Did the last playor action succoed? Why?
Anaver:
Yea, the last player action (sove, eaat) succeeded because there uua flat ground (puch) to the wast of the player, alloving the player to nove in that direction without any obstraction.
Question: Choose the best executable action from:
Ansowr:
The best acecatable action from the list is Priority 1:
Move Yorth//aast/Bock//eet
Requiremet:: Flat ground in the dexired direction
The player can choose diraction based imegare observation tons to aeplorw and find water source, fond, additional
Stapp 126, Cmullttiv Reward: You taok action nove, north.
You
greas stags your
path atega to your seat
trae 3 steps to your seat
lave 8 steps to your northweast.
cop steps to your north-vest
You face stone at your front (north).
bealth: 9/9
food: 5/9
drink: 4/9
energy:
Your incentory:
coal:
iron:
good_ p
pickaza:
QA
Question: Action
Ansper: West
Qseation:
List objects in the current observation. For each object, breifly ansver what resource it provides des and 1ts zequirenent.
Ansper:
Grass: Provides no direct zesources, but flat terrain valking. requirenents.
2. Path: Provides ne direct resources, but flat terrain for valking. So requirenents.
3. Tree: Provides wood and raplinge for cratting and planting. Requires a soed pickaxe or better to chop doen.
Frovides direct
but
dangerous
disage. Bequires caution vhea appreacking crossing.
Prorides food shen killed. Requires veapon to kill, ideally ssord.
6. Stane (tacing): Provider stose for crafting tools and butiding raterisie. leeuiires sood pickaze or better to rine.
7. Stone (facing): Provides stome for crafting tools and building zatorials. Bequires good pickaze or better to zine.
inventory Stone: Provides crafting nateriale for tools
structuros. Ubtained rining stone.
Inventory Coal: Provides
for enelting tron. Obtained by sining coal.
10. Inventory Iron: Frovides natorials for crafting iron scols and veapons. Ubtained by nining irea with a stone piciaze or better.
11. Inventory Wood Pickase: Providen the ability mine
and irea. Crafted with woed.
12. Inventory Stone Pickaze: Provides the ability to sine iron and dianond. Crafted with stone wood.
Question: Vhat was the last action taken the playor?
Amsper:
The 1ast action talsen by player vas nove_north.
Question: For each object in the list, are the requirenente net for intoraction?
Ansver:
Grass: Yes, zeguirezents for valking on flat terrain net.
2. Path: Yes, the requirenente for walking on flat terrain are met.
B. Tree: Yea, the zuquirenents for chopping down tree net, us you have sood_pickaae in your inventory. approaching crossing lava
Lava:
caution as it can cause dazage.
requiresent
but is adrised stay away it,
5. Cou: Yea, the zequiementa for killing a con are net, though you don't have a aword, using sood or stose pickaze can
still be used to kill the con for food.
Stane (facing): Yea, requireaents for sining
net, you
pickase in your inventory.
Stone (faciag): Yeu, requirusens for sining atone are nst, as you
pickaac in your inventory.
8. Inventory Stone: Yes, the requirezents for using stone in crafting are not as you have collected stone.
9. Inventory Coal: Yea, the ruguiresens for using coal sa fuel for snelting are net,
have collected coul.
You your inventory, vhich aze nooded saelt the irom into usable 15. Inventory Wond Pickazw: Yea, the zugsirasenia for using the snod_picken to nine stose, coal, and iron are ast. mine from and dianond are net.
10. Inventory Iron:
stone_ stose_pickaze and requiresatts for crafting iron
collected irea,
you Save
12. Inventory Stone Pickaxe: Yea, the zequiresenta for using the atons_picked
Queation: List top aub-tuska the player should follow. Indicate their priority out
Ansper:
Priarity 5/5: Incrwasn food and drink lavela You have low food (5/9) and drink (4/9) Ievels. You can kill the one your levela.
(7 stepa your teratt) for food find
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Priarity 4/5: iron woord and iron pickaza haww fron your inventary. it needs to Turnace and coal. If you don't already have furnace, craft ooe using stone in your inventory. After sneliing the izoa, craft an iron sword and irea pickaze using the snelted iron, they will be more effective for coabat and vining.
uxing
3. Priozity 3/5: Collect more resources Mine the racing stone for additional building naterials and find nore coal and iron to create norw advanced tools, suspana, and arnor. Keep axploring your surroundings for valuable reamurcea such dissonda using your stane,pickaze.
Queation: Vhat are the requiteeent for the tap aub-task? What. should the player do first?
Ansver:
The requirenents
(Incrassing your food 1. Killing the cau for food: You need to have a veagon, such as wood, stone, or icon avord, to kill the cou effectively.
top
lavels)
In investory, you already have uond pickaze and stone pickase, shich be used nakeahift. sespana to kill
2. Pinding a sourcs of water to drink: You nead to find drinkabla cater souree, such as lake or river, and drink from is to reatorw drink lwvel.
the player should do firat:
Approach the Nove touards the coe (? your north ges closer attacking.
the cow: your pick_pic stone_pickaze or avwilable) sword
collect the seat.
3. Find water sourew: Explors the anvironment to locate Jake river.
Drink water: Approach the vater source and drink from it to restore your drink level.
Qsestion: Last actions
should and requirenent for action. Choose ONLY frox the liet all priority
Indicata
Ansver:
1. Priority 1: Nove Vest (Kove touarde the cou and water cource)
Requiranent: Flat ground left to the agent.
2. Priority 2: Hove Borth (Continue noving towards the cae and porsibly the water source) Requirment:: Flat ground whove the apent.
meat) Requiranent: Pactng the now having necessary
Priority
inventary (vand_ pickkss stone, stons_piiee clasze).
Priority 4: Hove hatt/lortt//Bat//ootttt (Find vater
exploring the environment)
Roquirenent: ground in direction the agest vante to nove.
6. Priortty 5: Collect Brink (Drink water to restore the drink level) drinkable
Requirenent:
lake
Qseation: For each action in the liet, are the requirazents net?
Anzper:
Priority 1: Hove Vest
Requirenant: ground left ageat.
Yeo, the requirescnte are zet. There is a path 1 stop to the zest.
Priority Nove North
Requirenent: ground
agent.
Yes, the requirenette are zet. The agent noved north in the provious step, and the ground reaze to be rlat.
Priority Do (Kill
and collect neat)
Requirenent: Facing
having neceseary
inventory (sood_picizaze stone_picie piccszze))
Fot yeu. The agent is currently facing stone and 7 steps avay froz the cou. The wood_pickaze oz stous_piciaze can be used for this action when the agent closer and facing the cow.
Priority 4: Hove Vest/Horth/Bast/uun Requirenent: Flat ground in the direction the agent vante to nove. Yes, the requirenents are not for neving vest and north. Flat ground is located in both directions. Noving east and south away
(Find vater source by exploring the enviromnest)
not ideal they the
potential cater
6. Priority 5: Collect Drink (Drink water to restore the drink level) Requirezent: Facing driniable vater cource 1ike lake river. the agent hean't found drinkable first.
yet. agent explore the vorld discovez
Queation: Did the last playez action succeed? Why?
Ansper:
Yee, the player action (novo aooth) succeeded bocause to nove in that direction.
ground available north, alloving the player
Queatimm:
best, asecutable action
Ansver:
The best exocatable action from above is Priority 1: Nove West. This action zoots the zequirezente (Clat ground to the pest) and noves the player closer to the now and the potential vater source.
CaaasssannStgp 127, Cusulative Revard: O, Desaaaannn
You tank
You 500:
stone ataps to northreaxt.
stepa your
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stepa your
lave ategu to your norchrwant.
You face grasa at your front (veat)..
atatus:
health: 9/9
food: 5/9
4/9
energy: 9/9
Your inventory:
coal:
iron:
sond pickase:
atone_ pickase:
QA
Queatiinn: Action
Assove:
Question: List objecta in the current observation. For each object, breifly unsver what resource it provides and 1ta
Stone: Providea stone nacerial, rxquirwa wood atone pickaxe collact.
Grazs: No direct resourcns, but can be turned into path or uned to build sheltar.
Path: Ko direct reaourows, providea acceesible ground for novesent.
Tree: Prozides voed, requires
stone pickaze to collect.
Lave: Dangerous, no direct resources, but can be used for anelting if you have bucket.
Cow: Provides food, requirea wood, stone, or iron aword to defant and collect. meat.
Qseation:
by player?
Ansver:
The last action taksen by the player was nove peee.
Qsestion: each object the 11st, are the requirenente
intoraction?
Ansper:
Stane: Yax, the regsirwents. are nat xinow you have both sond pickaza and a stans, picckas in your inventory.
Yee,
interact
without specitic tool requirenents.
Yee, you nove the without any requtrenents.
Tros: Yea, you have both sood pickaze and atone, pickaze in your inventary callect wond fron tree.
Lava: No, you currestly do not have a backet to interact with the lave for snelting purposes.
Gow: No. do have
in your inventory defeat the and collect neat.
Osestion: List top sub-tarke the player should follow, Indicate their priority out of 5.
Ansver:
iron) to defest Priority Find source water driniable liquid to
Priority 4/5: Craft sword (pood,
and collect level.
increase food level.
Priority 3/5: Collect more resources like wood and iron to build better toole and weagons or craft: shelter.
Osestion: Vest
requirenents for the top eub-tack What should the player firet?
Ansver:
Requirenente for crafting a svord (wood, stone, or iron):
For wood svord:
Collect wood.
2. lave access to placed crafting table.
For svord:
Collect wood stone.
2. Have access to placed crafting table.
For svord:
Collect wood, stone, coal, and iron.
2. Have access to placed crafting table and a placod furnace.
The player chould they can tmmodiabely craft the wood svord. It not, they tocue on gathering good first.
check their inventory for
requixed for type svord. If they have enough wood,
It the player has wood and stose their inventory, they chould craft the stone sword iastead, as it is better option.
Lastly, if the player wood, stone, coal, and iren in inventory has access furnace, they should ain for the iron svard. If they doatt to have furnace, they can craft one using the stone in their inventory and then cnolt the iros using the coul.
Question: List top actions the player chould take actions. Indicate their priority out of E.
requirenent for each action. Choose DNLY frox the all
Ansper:
graund Bequirenents: Ability to reach the tree observed atapa to weat.
Priority Vest
the agent;
observed the front.
2. Peiarity 2: Da Facing creature naterial; have necessary tool; Chop dovn the tree in order to wood. Bequiresants: Face
you aggroached.
3. Priority 3: Place Tabll Wood in investory; Place the crafting table after collacting wood from the crew. Bequirenants: Bufficient space place the table on the flat ground.
Peiarity Make Wood Bward Baurby table; wood in inventory; Craft aword using the placed crafting table. Reguicesents: Enough wood to craft the svord; within reach of the placed crafting table.
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Peiority Make
Nearby wood, inventory; Craft avord using placed crafting
table.
Requicezants: Enough vood und stone to craft the avord; within zeach of the placed craftingg table.
Queation: For action the
the requirmments net??
Ansver:
1. Priorisy 1: Hove Vest Yes, the requirenents for this action are not. The agent has flat ground to the vest (grass), so nove that diraction.
the
Priority 2: Carrently, the regurteentt this action are not net. The agent needs to first: move west and facing the tree beforw parforsing the "bo" action to chop down the tree.
Priority
by parforming action reguirments
The apent
4. Priority 4: Nake Wood Sword No, the requireeante for this action not net. The needs to have enough wood their inventory
needs place table
before bwing ablu
5. Priarity 5: Nake Stone Bword - No, the requi ranenta for this action are not net, The agent needs to have enough wood and stose in their inventory (Crux previous actions) and needa place table (action 3) beforw being able to craft
Queation: Did the last player action succead? Mhy?
Ansver:
player action aucomnded. The player successfully direction they noved, allozing for unrwstricted novement direction.
flat graund (grass) the
Queatiom:: Choose the best eoecutable action from above.
The best atecutable action from the Hast above i8:
Priority Nore Weet This action executed since has ground (grass) alloving the agent
Stop: 128, Oumulative Reward: J. You book action 100e s0se_pest.
You
grans steps your
atone staps to your northreaxt.
path stops to your east
You tree at your front (sest)..
Your status:
bealth: 9/9
rood:
drink: 4/9
energy: 9/9
inventory:
stone: 4
coal: 2
g0od_ podd_pickaae:
stome_pt picaaz::
QA
Question: Action
Ansver:
Do
Question: jejtcta
observation. each object, breifly
it provides and its
sequirenent.
Insper:
1. Grass: Provides ings when collected; requires no tools to collect.
Provides naterial collected;
sood_pickare
collect.
Path: Prorides no resourcee but facilstates novemnt.
4. Tree:
Provides voed shen collected; requires pick_pickare or better to collect.
observation:
Grasa stop to north and can collected sapling without any tools required.
Stone is steps to the north-oast and can be collected for stone natorial with wood_pichare or better.
Path is stop to the eust and provides resourcea but be used for wazler aovezent. wood_pictaze better.
directly
of player and
collected
Question: What waa the laat action taken by the playee?
Ansper:
The
by player
Question:
For each object in the list, are the requirezente net for interaction?
Ansowe:
Yea, requiresenta
for interaction. do any tools collact saplings from grass.
2. Stane: Yea, the requiraents are ant for interaction, You have both pick_pickase and pickase is your inventory, which can be used to collect the stone saterial.
Path: Yea, requirmenta are not for intersction, toola or nateriala are needed to wulk en path.
4. Trans Yea, the ragsirmants nnt for interaction. You have wood pood_pickazs. in inventary that be used collect woed from the
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Queation: top subrtaska the player should follow. Tndicata their priority out
Acsver:
1. Priority 4/5: Collect vood from the tree the seat. Nood in an essential resource for crafting various tools, ceapone,
2. Priorisy 3/5: Collect saplingo frox. the grass to the nerth. Baplings can be planted to grow nore treen for a renevable sourcw of wood.
Priority 2/5: cools, sespons, and atructurea.
more stome saterial from the atone to north-eaat. Stane can used crafting more
Notw: lavela new petting los. Boswoe, there no insediate anurcea current oiservation.
player
finding and drink
food drink
Qreation:: What. the requitenenta for the top aub-task? What. should the player firat?
Anaver:
Requiesents
top aub-task
1ree to veat):
1. Pace the trae at the seat.
2.
Bave necessury tool to chop the trwe, such wond pickaze atone pickaze.
The player abould face the tree the
requirenent.
Qcestion: Last actions the
should take and the requirement for action. Choone ONLY frox the lset all Indicata their priority
Ansver:
1. Priority 1: Do (Chop down the tree)
Requireeent: FROe the tree to the unat and have necuznary toal, auch wood pickaze atone, pions.pickkte....
Priority 2: Nake Vooden Sword
Requirmeent: Naarby table and vood in inventary.
Priority
Requiraeent:
vater aourow, like river.
Priority 4: Eat
Roguirenent:
fruits, vegetables, animale to bunt.
5. Priarity 5: Slaep
Requirenent: Energy Lovel below find
Qseation: wach action the lixt, are the regeirments net??
Ansper:
Priority 1: Do (Chop down tree) to
necessary tool, such as good pickaze stoso_pickaze Aro the requirenente not? Yes, the player is currestly facing the tree and has a wood_pickaze and stone, _tone_pickkse in thoir inventory.
Requirenent:
Priority
Requirenent: Nearby table soed in the inventory. Are the requirenente net? No, the player does not have table nearby, and thore good in their inventory.
Priority
Requirenent: Find veter source, like a lake or river.
Are the requirenente not? No, the player does not currently see vater source their eurroundiggs.
Priority
Requirezent: Find food sources like fruits, vegetables, or animale to hunt, Are the requirezents not? No, the player does not currently have food itens their inventery or see food sources their eurroundinge.
6. Priority 5: Bleep
Requirenent: Energy level is below maximu;; find a safe place to rest. the requirexenta
player's enegg level currently maxinus (8/9).
Question: Did the last player action succoed? Why?
Ansver:
the player action succeeded. The player noved
obstacles in way,
applicable according the gane
Question: Choose the best executable action froz. abore.
The exocutable action from
above
Priority 1: Do (Chop doan the tree) Requiresent:
the and recessary
pickaze stone_pickaze.
Cumulative Revard:
You do.
You steps your north-east
path stops to your east
Lres stepa to your weat cou 5 stepa to your north-veat.
You grasa at your front (vwat).
Your atatuk:
bealth:
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Food:
4/9
ecergy: 9/9
inventory:
wood:
stone:
coal: 2
pickase:
stone_ pickkss::
QA
Move Zest
Queatiam: objecta requirment.
oiservatiinn each object, breifly providea its
Anaver:
Stame: stepa to north-weat.
provided:
Requirarent: Stone ceeda extracted using pickuss, praferably unnd pickase bettar.
Path:
provided:
paths nay lead
Requiresent: Nons.
3. Trew: 4 to your weat Ressurce provided:
naterial crafting strachures. Requirerant: Hond can be coll rollected by chopping down tree. No specific tool requtrerent, using an are speeda up the procexx.
steps your
consured to restore points. Requirenent: To get neat, the cow needs to be killed, preterably using keapon like spord.
Rexource provided: neat,
your
Recmurce provided: grase provides no direct resources, but can be cleared to nake roon for structures or crops.
Requirarant: Tn clear grass, simply walk over it or use any taol.
Mond: your inventary)
Resource prorided: can be used cratting raterial for tools and structuree.
Collected from
7. Stone: (in your ieventory)
kezource provided: can be used for crafting tools and building atructares.
Requirenent: Collected
using
Coal: your inventory)
Bespurce provided: used as fuel for enelting zaterials in furnace, such iron.
Requirenent: Collected
Irom: (in your inventory)
Resource prorided: used to craft stronger tools and weapons.
Requiresent: Collected
using stone_pickaze
Usestion: Vhat wae the last action taken by the player?
Ansper:
The
*do."
Question: For each object in the list, are the requirezente net for interaction?
Ancper:
stapa north-oast
requirenent interaction stone.
stoue_piciaxe your inventory,
extract
Path:
your epecific requirezente interaction. cimply the path by zoving east.
3. Tree: 4. stops to your west
although it's prafered
apeed up proceaa, you still interact with your handa
collect wood.
4. Cow: 5 stepa to your north-veat
The requirment:
weapon svord) is You wood naterials your efficiently.
investory, so you can craft wood_ or stone_rvord firet
6. Grass: at your front (vest)
requireent
interaction
You sisply
any tool
Based on the resources in your inventory:
6. Vund: 1 (in inventory)
requiresent
interaction (sollected
the wood available
7. Stame: (in your inventory)
Yea, the requiresent for interaction (collected froa stone using pickaze) already net, so the stone is available for
Coal: 2 (in your inventory)
Yea, the requirmeent for interaction (collacted from coal depaxita pickaza) is alrendy ret, the coal evailable
200

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Tran: (in your inventory)
Yea, the requiceent for interaction (collacted from fron depasita using a stooe,pickaze or better) is already awt, so the iron is available for use.
Queation: List top aub-taska the player should follow. Indicate their priority out Ansver:
1. Priarity 4/5: Craft veapon (vond_averd avord store
Bince you
necezaary saterials (wood stone) in your investory, craftingg seapon will help you officiently interact with the now collact neat: restaring food points.
2. Peiority 3/5: Collect more food Irem the Gree You only
your inzentary. collecting sorw vood fron the nearby trwe should be priority.
of
considaring inportance
craftting natarisl,
5. Priority 5/5: Find and drink uater restore drink points drink pointa
4/9, indioating you xalatain your hydration levela. Prioritize this task avold segative offecta from dehydration.
find
(like lake river) drink
Queation: Vhat are the requironenta for the top aubrtask? What ahould the player do firat?
For the top sob-task (crafting veapon uond, annd_ aword or stone, sward), the requireenns arw:
A. nearby crafting table
Adequate
inventary (voad and
Since you currently have unod and stone in your inventary, you need to place a crafting table first. To do this, complete the following
Graft table using your wood: make aure you have at least unita of wood in your inventoory (carrently, you have only unit).
Place table: Atter crafting the table, find suttable location and place the table.
Onow you have placed table, interact
to craft vooden aword stone aword to complata top sub-task. Hemember that you need nore wood for crafting the table, focus on collecting rood from the nearby tree before placing the table.
Osestion: List top actione the player should take and the requirement for each action. Choose ONLY frox the liet of all actions. Indicata their priority out. of 5.
Ansper:
Priority
agent. (To get Priarity 2- Ba: Requirweent Facing cranbure or material;; haow necessary tool. (To collact wood from the tree with your wood pood_piccaae))
leeuurement
ground
collecting sood)
Priority Place Table: leegutreeent Wood inventory. (To place crafting table, arter collecting the required sood
4. Priority Nalee Vood Sword or Make Stone Beard: Requirecent Bearby table; good and/or stone in inventory, (To craft
weapon to defend yourselt) Priority Hove North North-Kest: Requirenent Flat ground possible food eource)
above-left ageat. (To approach the
Question: For each action in the list, are the requirenente nct?
Ansper:
West: Yeu, requirenent
ground is act, as you aze facing grass front of you (peat).
2. Do: Yee, the requirenent is not because you have necesary tool (sood_ ptcisaee) in your inventory and are facing a tree (material).
3. Place Table: Yee, the requirenent is not because you have wood in your investory.
Make Wood Svord Make Stone Sword: Partially nearby
you have wood and stose your inventery. requirexent for the not net yet since you need place the crafting table
6. Nove North or North-lest: Yos, the requirement is net az there is flat ground above you (north), and the cou is 8 ctops your north-vesst shich Lsplies flat ground.
Question: Did the last player action succoed! Why? Ansper:
Yes, the last player action "do" succeeded.
be inferred because the player's inventory indicates that the player euccesctully chopped down the tree that vas in front then (sest).
additional wood,
Question: Choose the best executable action froz. above.
Ansver:
The best exocutable action from
above "Nove West." zequirenent flat ground is not, as you are facing grase in front of you (cest), and it allove you to get closer to the tree for collecting more wood.
Stop: 150, Casulative Reward: O, 0.Deenaennnn You took action rest_
You see:
stone steps to your north-east
path 2 atepa to your wast
atepa your
cou steps to your north-vest
You face grasa at your front (veat).
stalus:
health: 9/9
food: 5/9
drink: 4/9
201

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ecergy: 9/9
Your inventory:
good: 1
coal:
iron:
vond pickase:
picke_pickase:
QA
Queation: Action
Ansver: North
Question: List objects in the current observattin. For each object, breifly ansver what resource it provides and ita
regiineent.
Stone: Provides stone resource; zequizes wood or acone pickuxe to collect.
2. Path: Dows not provide resources; allous for maxier roverent.
8. Tree: Providea wood resource; requizea wood or stone pickasw
use collact.
(neat) Grazs: Procidex no direct resource;; can be used for arpty spaces to move build on.
Prozides
killed; requires veapon, like
killl
Qreation: What: the last action taken the player?
Ansver:
The last action taken by the player was "note_
Queatiinn:
For each object in the lixt, are the requirwsents nwt for interaction?
Ansver:
Stane: Yes, the requirments are net the player has both wond pickaae and stone, pickaze in their inventory.
2. Path: Yea, na specific reguii reguireents needed to interact with the path, The player can walk on it.
Tree: Yee, the requiresente are
the player has both sood_pickare and stono_piciaae their inventory. axe necessary.
Cow: The player not crafted aword yut, but they have the neceasery ratarisla (vood and stons) to craft ons. So, currestly, the requirenents are not not for interaction, but the player can craft weapon to nest the requirenent, The player can salle on it or build it.
5. Graze: Yex, specific requirmeets seaded interact with
Qsestion: List top sub-tarke the player should follow, Indicate their priority out of 6.
Anawwr:
Craft veapon (sood or etono eword) kill the for food, Priorsty: 6/8, the player's food level currently
2. Approach and collect wood trea the tree to gather more building and crafting natorials. Priority: 4/6, as 2ood ie a. cructal resource for varions
and player currently has only wood in their inventory.
3. Find a vater cource to replenich the player'e drink level. Priorsty: 4/5, as the player's drink level is currently at 4/9, and it sill need to be replentahed soon.
Osestion: are requirenents for the top eub-tack? What should the player firet?
Ansver:
The requirencats for the cub-task (Craft weapon to kill the con for food) are:
Have enough vood or stone the inventory.
2. Place a table (if not already placed) to use for crafting.
The player currently
wood and 4 stone their inveatory, shich enough craft either sood sword. Since player has enough esteriale, they chould firet casure table in the vicinity, the player should place one using the vood in their inventory. After that, the player can proceed to craft either a 2ood or stone sverd using the placed table.
crafting table is placed. there existing
Osestion: List top actions player should tase acticus. Indicato their priorisy out of E.
requirenent for action. Choose ONLY frox the lset all
Incper:
Priority
Table (Bequiresent: Wood in investory: Player
weed)
Priority Malse Wood Boord (Requirenent: Hearby table; good iaventozy: Player has wood)
3. Priority Make Stone Seord (Requirenes:: Hearby table; sood and stone in saventory; Player has wood, 4 stone)
4. Priority Xove North (Boquirezent: Flat ground above the agent; path grass above the agoat)
Priority Hove West (Tovards the Bequirement: Flat ground the ageat's left; path
agent's west)
1) Place a table so be able to crafs a seapon
2) Make wood sword, to xill the cou using available wood in inventory Alternatively, sake
since north tovarda cou get closer for interaction 6) Move west towards the con to reach it before the player's food deplotes
sword is stranger and the player has enough
Question: For each action in the
the requirenents net?
Ansver!
1. Place Table Yea, the requirament of having wood in the inventory is mes (Player has 1 wood).
2. Make Wood Sword No, the zoquirezent of having nearby table is not nez since the player has not placod a table yet.
(Player Make Bloce Sword No, the requirerent having nearby table not not since the player has not placed table yet.
requiremet
The vood and stone requireents are not (Player has i good and 4 stone).
4. Noow North Yea, the flat ground above the agent is swt sinow there wither path or grasa abovw the player. West
flat ground the agant's left is since there either path grass player's
Queation: Did the last player action succeed? Why? Ausver:
the last player actiin "eove, seat" aucceeddd than to move that dizwstion.
geound (grnas) of player, all owing
Queation: Choose the best, executable action from above. Acsver:
202

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The executable action Irom the "Hove North" zequiresents is wi11 bring player to coe.
Slap 151, Comulation Roward: You took action pore_porth.
You
stone steps to your east
path stepa to your southwwaat
Lrea stepa to your seat
steps your
cow ategu to your north-uwat.
You fRom graxx your front (north)..
atacus:
bealth: 9/9
Food: 5/9
enwrgy: 9/9
Your inventory:
atone:
coal: 2
iron:
stone pickaze:
QA
Osestion:
Action
Qseatioon:
List objects in the current oiservation. For each objact, breifly what rexource it peavidea and ita
requirenent.
Insper:
1. Stane: Procides stone rasource, regrirex a unod or better pickase to mine.
Path: Provides direct
locations bet might load punched collect.
resource, requires Lave: direct resource, but can used fowl nouree if you have bucket collast it.
6. Cos:: Prozides neat and leathor shen killed, requires weapon or tool to attack.
Graze: Provides
seede when broksen, requires tool to collect.
Qsestion: Vhat was the last action taken by the playor?
Ansver:
The action takien by player "noov_nertt.'"
Qseation:
For each object in the liet, are the requirezente not for interaction?
Ancper:
Stane: Yes, you have wood_pickane and stone_pickaze your inventory, you nine
Path: Yes, there no zequirementa follow path; you can simply along it.
3. Tree: Yes, while you do not have an axe, you can still gather wood by punching the tree with your hands (so tool required ).
Lava: No, de have backet
inventory stone, stane_pickaee your inventory) or even with your hande. Tee, you attack con weapon
fuel
6. Graes: Yes, there are no requiremente to collect sheat seeds from grass; you can breas it with any tool or your hands.
Question: List sub-taske player should follow. Indicate their priority out
Ansver:
1. Collect nore wood from the tree (Priority: 4/6) Gathering additional wood is important for crafting tools, shelters, and other itens in the gane.
the path to find other resources lecations (Priority: Exploring the path may lead you other valuable resources, and it night be worth your sime to invertigato.
provide you food (acat) and possibly leather, uectul for cratting aznor increasing your survival chancee. Hovever, nake eure precerve soxe breeding purposes.
leather (Priority: 2/8)
Queatimn: Vhat requisennna for top aub-task? Vhat abould player firat? Ansver:
The requirenetts for the top eub-task (Collect moro 2ood froo the tree) are:
within reach of tool (preferably an axo) use your hands
Given the current aituation, the firet thing the player should do is nove towards the tr00, which is acepe to the vest. pickape your handa gather
the
Question: List top actions the player should tažt and the requirenent for each action. Choose ONLY frox the 1ist of all actions. Indicata thwir priority out of 5.
Ansver:
Peiority Hove Reguirenent: You flat ground to your vest. (This bring you closer to the tree, which alega sest)
Priority Vest. (again): Regui
step (Contimuing towards tree)
3. Priority 3: Nove Vest (one nore tixe): Requizenent: Baze as stop i. (You will be right in frout of the tree)
203

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Peiority (Gather wood the txee]: Requirenent: facing and within have woed_pickase, an avwilable), uae your handa.
6. Priority S: Nove Bouth: Requirenen::
You have flat ground to your south. (Beturning to the path to procodd further)
Queation: For each action the list, are the zequiranents Det?
Ansver:
1. Priarity 1: Nave Veat: Requireeent: You havw flat. ground to your seat. (This will bring cleaer to the trae, which
atega
Yex, the requirement in vnt; you face grans wt your front (wnnt).
2. Priority 2: Nove Vest (again); Requizvment: Bane as step 1. (Contimuing nove Lovards the tree) observe your surroundings complating Priarity
from
action.
3. Priority 3: Nove Vext (one nore tire): rerunt::ent: Sane step 1. (Yon will right in front of the tree) Priority
detersins if requireaent surroundings after completing Priority action.
observation, Diserva the
4. Priority 4: Do (Gather wood from the tree): Requiramet: You facing trwe and arw within reach; have vood pickaa, avatlsble), use your
Camnat be detarnined from the current charration. You need to obserew your surromnings after complasing Priarity S action to confiim if the requirmeett is sut.
Priarity Nove South: Reguirwant:: You flat. ground your (Returning path praceed Further) Yea, the requirement aut; aince you have just noved north the pravious step, the ground to your south should flat and navigable.
Osestion: last player action eucceed? Why?
Ansoer:
Yea, the last player actiion "novw, north succesded bezeuse there waz flat ground (grass) in the north direction where the player facing, alloving the player
there.
Question: Chooas best execitaale action from abocw.
Ansper:
The best atecutable action from the Hat ix Priority 1: Hove Vest becausen its requirament (having flat ground swat) net,
bring you closer to tree gothering wood.
132, Ommulative Revard:
You action move, swat.
You
stone steps to your east
path stops to your south-east
tree 3 steps to your seet
steps your north-vest
You fice grass at your front (sest)).
Your status:
health:
food: 6/9
arink: 4/9
energy: 9/9
Your inventory:
wood: 1
coal:
iron:
wood_piciame:
stone_pickaxe::
QA
Qsestion: Action
Ansver:
Place Table
Question: List objects in the current observation. For each object, breifly ansver shat resource it provides and its zequirenent.
Stone: Provides stone resource; requires pickaze or better collect.
2. Path: Provides easter novenent; no requiresent to use.
8. Tree: Providea wood
requizes specific tool to colluct, but wod_ppickaze or better is recommended. provided.
Dangorous,
getting too
direct
using evord other weapon is recomecdded. 6. Greas: Providea place to valk on; so requizenent to use.
Prorides food shen defeated; no epecific tool required,
7. Vood_pickaze (in inventory): Used for collecting 2ood and stone; requires wood to craft.
Stanw_pickase inventory):
for collecting irom better naterinls; requirea
craft.
Question: What vas the last action taken by the playor?
Ansowe:
The action taken by player
Queation: For euch object in the list, are the requiresenta net for interaction?
Ansver:
requiraanta atone.
You wond, pind_pickasa atone, saton_ppickee pickasa your inventory, which you
2. Path: Yea, the zequiresents are not. The path provides casier zovenent, and you can valk on it without any specific tool requirmaatt.
204

---

Tree: requireaunts
You vood_pickaz your inventory, shich used collect tree nore efficiently.
4. Lava: N/A, interaction is not recossended un lave is dangerous and you should avoid getting teo close.
6. Con: Yea, the requireeent are net. Although specific tool is required, using seapon to defest the cou for food is You Tea, requremnnts
with neteriala your inventory.
zat. You can valx on grass vithout mny apecific
requireent.
7. Wood_pickase (in iaventory): N/h, this object is already crafted and in your inventory.
6. Stane pickkas (in invwntory): M/A, this object is alrendy crafted and
inventory.
Qreation: List top subrtanko the player should follow. Indicate their priority out
Anaver:
Priority 4/5: Craft veagen (auch wood or stons aword) wsing naterials in inventory to yourself and defeat
food, your
2. Priorisy 6/5: Locate and drisk frox. the closeat vater scurce (lake, river, eto.) an your drink level is 4/9.
Priacity Collect,
and rescurcea by interacting the searby preparo for crafting needs.
objacta build
Queation: What. are the requireeenta for the top aubrtask? What abould the player do firat?
Requirmeenta crafting usapon (wood abone aword):
A table to ceaft the swapon
Suffictent wood and stone in the inventory
Blacw you already have snough
thing you should to place table waing your available wood. Afbervards, you can use the table to craft seapon, either wood or atone evord, to protect yourself and deffest the cau for food.
stone your inventory,
Queation: List top actione the player should take the requiranent for each action. Choose DNLY frox the 1set all actions. Indicate their priority out of 5.
Ansper:
Table (Priority
requiteeent. Wood in inventory
2. Make Stone Sward (Priority 2): Requirenest: Hearty
wood, stome inventory
3. Nove North (Priority 3): Requirenent: Flat
Perfore with Requirenent: Facing the coe and having stone evord
(Priarity 4):
nearby cource (Priority Sequirenent: Locate and face vater source
These actions
defend thexselves, closer the roplenteb their thirst.
food,
Question: For each action in the list, are the zequirenente nct?
Ansper:
Place (Priority
Sequirenent: Hood in inventory Net: Yee (player has wood)
Stote (Priority
sequirenent: Hearby table and wood, stome in inventory Mot: No (player needs to place the table first)
(Priority
Bequirenent: Flat ground abore the agent Met: Yee (player faces graze to the north)
Perforn. with
(Priozity 4):
Sequirenest: Pacing the coe and having a stone soord
MMtt Ko (player needs to make stone sword first and closez to the cov)
cource Bequirenent: Locate and face vater source
nearby
(Priorsty
Met: No (player noeds to find and face water cource)
Question: last player action aucceed? Why?
Ansper:
Yea, the last playez action aucoweded. The player vea abls to nove weat because Cheze vas flat ground (grass) In freat player In that dixection.
Question: Choose the beat executable action from above.
Ansper:
The asecutable action
1. Place Table (Prierity 1): Requirenent: Hood in
Not: Yea (playez wood)
158, Cumulative Rowards J.geeemeeeee...
You action place, Lable.
You steps your
205

---

for officient wood collection you stepa your soudh-east
atepu to your weat
cou 2 atega to your north
You grass your
Your status:
bealth: 9/9
food: 5/9
drink: 4/9
energy: 9/9
inventory:
wood:
stone:
coal: 2
wood_ pool_pickase:
stone pickasa:
QA
Osestion:
Ansow:: Move dest
Queation: objacts requireent.
observation. object, breifly
pravidea its
Anager:
Stane: Providex stone
requirex uood better pickaze to callact.
novenent, requirenent Tren: Provides uood respirce, requires an axe or handa to collect.
Provides
4. Cos: Providea food reamurce, ce, requites a saord or other seapon to defast.
Grace: Provides critical resources, interaction requirezente.
Queation:: wna last act taken by the player?
Anzper:
The last actioon taken by the player vas "place, "ilaeettable." table."
Qsestion: For each object in the list, are the requirezente net for interaction?
Ansuer:
Yes, requirexente
vood_pickaee and pros__picaaee your inventory. opecitic requirenente
reguirenente
path.
Tren: Yea, reguirments are net though you don't have an aze, you can still collact woad using your
4. Cost: Yee, the requarenente are met even though you don't have svord, you can use other means to defeat the con (euch sood
pickaze) obtain food.
Yes, zequirexente are net there are specific requiremente interact with grase.
Osestion: List top aub-taske the player should follow. Indicate their priority out of 5.
Amsper:
Collect (Priority: your inventory. Collecting more wood would allmw you to build nore advanced tools like svord for def defenne or an axe for faster wood collection.
eccential crafting toole, you only have piece
Bestore
drink is drink from it to restere your thiret level.
(Priority:
clean water source
river and
Your food level 6/9, shich critical yet, defeating the Defeat provide you a recource restore your later when needed. your picksres peapon. until you can craft a evord for more efficient combat.
food (Pxiority:
Qsestion: Vest
for the eub-task? What should player firet?
Beguiresant for the top sut-task (Collect more wood): wood/stone pickaxe
1. Locate nearty tree.
tool for chopping have enough eateriale.
Vhat should the player do first:
The player should
towards the nearby tree, steps their tree.
stops
Question:
List top actions the player chould take and the requirenent for each action. Choose DELY frox. the 11st of all Indicata their priority
Ansver:
Priority 1: Nove Vest
Requirenent: Flat ground to the weat of the agent
Purpose: Boach the
steps
for collecting additional wood
2. Priorisy 2: Nove Vest
Requirezent: Flat groun to the west of the agent Parpuas:
noving
collecting additional vood
3. Priority 3: Nove Vest
Requireent:: Flat ground to the weat of the
Parpose: Beach the
collecting additional vood
Priority 4: De
Requiresent: Facing tree and having secessary tool, such as vood or stode pickaze, Which the playez already has their inventory
Pargoaw: Chop down Laww collact
5. Priarity S: Drink
Reguiranat:: facing standing drinkable auch river
206

---

Parpose:
Bestore player's thirat level
Queation: For each action in the liat, are the zequirenents oet?
Ansper:
Priority Veat.
Requizanant: ground so weat the agent
Status: Ket The player faces grass at their front (seat), indicating the ground is flat.
Priority Nove West
Requirenent: ground to weat of the agent
Status: Can't be datersined from the current abservation Aftar the player noves went one step, ve will need to unalyse the sou observation to check if the ground is still flat to the weat.
Priarity Nove Vest
Requirosant: Flat ground co the weas of the agont
Status: Can't 't. deternined from the current observation The player must twice beform checking If the ground ix still flai
Priarity 4: Dn
Requiresent: Facing tewe and having seceasary Louk, such wood or acone pickace, which the player alrwady has their inventory
Status: Partially ret player suat nove closer to the Leee and face it before they can use "Da' to chop down the tzee.
necessary tnola (wond, pickaza stone pickare) thair inventory. player
Priarity
facing or standing next drinkable vater acurcw auch Status: Not not The current observation does not mantion any driniable uater sources nearby.
Requirsaant:
river
Osestion:
player
Why?
Ansver:
Yex, the last player actiin aucoosded because the player had enough vood their inventory to place table, and there sare obstacles restrictions nentioned obeerzations that sould then doing
Questiin:: best. executable action
Ansper:
The best atecutable action from the Hist abovw ia Priorisy 1: Novw Vest, itx requirerent of flat ground to the agent net.
134, You action move, swat.
You
path stops to your sourh-cast
tree stops to your pest
cou 3 stepe to your north-east
You grass at your
Your statuc:
bealth: 9/9
food:
drink: 0/9
energy: 9/9
inventory:
wood:
stone: 4
vood_pickazz:: stone_ pime_ppiiaaze:
Question: Action
Insper: Make Stone Sword
Qsestion: objects current observation. each. object, broifly resource it providee ite requirenent.
Anzper:
providea naterial for crafting veagona, Eurnaces. The zequiramet collect vood pickazee
2. Path: The path ls resource provider, but it surves as safe passage navigate the voeld without facing from terrain.
3. Tree: The tree provides wood, which is needed for crafting toola, vespons, and furnitare. No specific zequirasenta are needed to collect wood, but having an ase speed up the process.
(neat) reatore player's level. requirezent food the cou have weapon, like a wood oz steze sword, to defeat it.
providea
Greas: Gress does provide any beeded
directly
surface
itera. zequirenena
grass.
Question:
Vhat was the last action taken the playor?
The action taken by player was nove,west.
Queation: For each object in the lixt, are the requirweents net. for interaction? Acsver:
207

---

and Stone: Yes, zequiraxents for interaction, plajer vood_piclaze in their invencoxy.
2. Path: Aa there asw no ruquitvmenta for interacting with the pach, this can be considered as swt.
Tree: Yex, requireents
for interaction. While thera's specific requitmeent collacting wond, having ase can apead up the procesa. Boowver, wven without an uxe, the player can atill collact wood.
4. Cow: The player down not have award (sond stons) in their inventary, the requireeenta for interaction with the collect food)
5. Grezs: Aa there arw no requirments for interacting with grass, this can be considered as set.
Qreation: List top
player follow. Indicabe priority
Ansoer:
1. Craft a veapon (Priorisy: 5/5); Crafting wither wood avord or a stone aword should be the playur's cop priority as they need sespon to defand thesael vex and defeat ooen callact fond.
Collect food (Priority: 4/8): The player has food (5/9), defeating cov is crucial obtaining food and replenishing thair food natar, This taak will beconn possible once the player has crafted wespon.
Collect (Priority: help replantah thair thirat. This task can be parformed while formiing on crafting weapon and collecting food.
player's
4/9, finding vater source,
river,
Orestion: What the requirenents for the top aub-tank? What should the firat?
Anaver:
For the top aub-task (Crafcing weupan), the requirenents arw:
Crafting Wond Bword:
Sequires nearty placed
Vood in inventory (which the player already has: 1 wood)
Crafting Stone Sword:
Requires nearby plased
Vood and atone in inventary (shich the player already hax: wood atone)
The player alrendy placed table in 268, and they have the neceasary rateriala in thair investary. Therwfore, the player should craft a seapon (eithor nood, or stone spord) first using the placed table, Cratting a stane svord be nore offective, ar St. 16 stronger weapon compared to the wood avord.
Question: List actions player chould and requirenent for action. Choose ONLY frox the all actions. Indicate their priority out
Ansow::
1. Priority 1: Hake Stome Beord
Requirenents: Hearby placed table, wood, and stone inventory
(player has: wood, stoso, placed table)
2. Priority 2: Nove North-last Requirencats:
ground to north-oast the agent (player races grass frect, there's cop stepe the north-eact)
3. Priority 3: Do (attack cou)
Requirenents: Facing creature (cow); have necessary tool (stone svord) (playor will stone avord after Priority 1, and cou nearby after Priority 2)
4. Priority 4: Eat Cow
Requirencats: specific requiresente (player's current
is 6/9, eating cop restore health)
6. Priority 5: Nove Bouth-East Requirenetts: Flat ground to south-oast the agent
(there's path stepe the player's south-east)
Question: For each action in the list, are the requirenente net?
Ausver:
Priority 1: Make Boord
Yos, requiremente are met: the player has a nearby placed table, wood (1), and stone (4) in the inventory.
Priority 2:
Hove Borth-East
Yos, vequirenente are met: player faces grase, and thore's flat ground the north-east directioon.
3. Priority 3: Do (attack cou)
eequireeent will be the con will be neazby after noving north-oast.
completing Priority and Peiority actiona: the player will have aword, and
4. Peiority 4: Eat Cav The requirannts will be restore health.
completing Priority action: player attack and defeat
player has ground southreaat direction, and there's path atego away 6. Prolirty 5: Nove Bouth-East Yea, the requizernnta
Queatiom: Did the last player action succeed?? Why?
Ausver:
Yee, the last player action, novo pevo, eucceeded because there vas flat ground (grass) to west, alloving the player sove in that direstion.
Dreatimm:
best, asecutable
from
Ansver:
The best exocatable action from the list is Priority 1: Make Stone Boord, as the requizenusta are not and it is the first priority action. The player has nearby placed table, vond (1), and atone (4) in the insettrr, which are required crafting the avord.
208

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uus 135, Cunulative Revard: O. Disasaaacce You tank action take,
You see:
path stepa to your soushwwant.
atepa your
cow steps to your northreast
You face gresa at your front (veat).
atatus:
bealth: 9/9
food: 5/9
4/0
esergy: 9/9
Your inventory:
soad:
atons:
coal: 2
iron:
pickase:
stoon_pickase:
QA
Queat:ion: Action
Anspec: Move innt
Qsestion:
List objects the current observation. For each object, broifly
provides and ite
regeitwentt
Ansver:
1. Path: Provides way to nazigate the terrain with care, No requirenent
2. Tree: Providex vood shen chopped. Beguires wood better pickaze chop.
Prorides food then killed. Requires weapon (e.g., poo/etonn/iron evord) kill.
4. Graen: Provides no resources. No requirenet, This is what the player currectly faces.
Bote: The player's inrentory and
not objects in observation, but provide information the player's
recources
Qsestion: Veat was the last action taken by the playor?
Ansper:
The last action taksea by player vas "makc_stoso__vorz"
Question:
For each object in the liet, are the requirezete net for interaction?
Ansper:
Path: requirenent to interact. The path stope to your couth-oast, the player can nore towarde
2. Tree: Bequires wood or better pickaae to chop. The player has both wood_pickaze and stone_ pickkee in their investory,
requirenents
3. Coz: Requiros vespon to kstll. Although the player just made a stone svord in the previous step, the current obcervation does not shop the stone spord in the player's 's inventory, This observation night be ourdated or there night be an gane Based this observation, the requireneats
4. Graes: Bo resource provided and no requirenent for interaction, The player can move forvard (cest) without any lesse.
Question: List sub-taske player should follow. Indicate their priority out Anspec:
1. Priority 4/5: Find source of water to drink. The player's thirst level is only 4/9, so finding vater vould be crucial
to replenich thoir thiret.
Peiority 3/5:
Chopping troe collect more wood. player only has wood in their inventory, having nore wood would be helptul for future crafting and basiding activitiee.
Priority 5/5: Check player's inventory for recently crafted svord, stone epord equipped any conbat estuatione night arise, euca as defending against moneters or killing the cou for food. The playor's food level is 5/9, so banting the con could help to replenish this zesource.
sword is missing, try crafting
Queatimn: Veat Ansver:
requisennta for the top aub-task? What abould player firat?
For the top sab-tack of finding a source of water to drini::
Bequirenents:
Locate body of water
lake, river, pond.
2. Have an eapty container to collect the water or be close snough to drink directly from the source.
The player should first explorw thair aurroundiggs lncate body of nearby. They vater source, they should interact
any direction (sorth,
south, eust, or veat) zeplenish their thirst level. If they have an expty container, they can use it to collect and store vater for later consunption.
vater source. Dace they
Question:
List top actions the player chould take requirencat for each action. Choose ONLY frox the all actionn. Indicate their priority out of 5.
Ansper:
Priority
North,
Sauth, Weat (depanding
direction the source) Requirament: ground
in chosen diraction.
2. Peiority 2: Drink water (Do) Requirement: Facing vater source (lake, river, oz pond); close enough to interact.
Priarity 3: Nove North, Fast, South, What (to approach tree for callecting wond) Requiimeent: Flat ground the choses direction.
209

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Peiority Collect Wood Requirenut::
neceasary (poo__pcciaze) inventexy.
Priority Graft Wond (sake, yood, aword) Requirmment: Kearrhy table; inventory.
Question: For each action in the list, are the zeguirenente net?
Ansver:
Peiority Nove North, East, Bouth,
find vater source)
the requirmaett of flat ground the
direction is net. Hocever, the player needs to discovor a vater source first.
2. Priority 2: Drink vater (Do) No, the requirement of facing unter before
not set. The player needs to Find vater ground in the chosen direction is net. The tree is 2 atepa to the weat.
drink.
Priority Hove North, Fast, South,
approach tree for callecting wood) Yea, requi renent.
4. Priority 4: Collect Wood (Do) - No, the player is not currently facing tree. They mist move closer to the tree and face repui
it
Priarity S: traft Wood Seord (maka, wood aword) No, requirmeent having nearby table ret. The player needa to place table first to craft sood sword.
Queation: Did last player action
Why?
Ansver:
It ix unclear whather the last player action "sake, stons, aword" succeeded,, ns there is no indication of succeas or failure in the provided observationa. Rouwvur, the playuria inventery doea not show stose aword, which suggeata that the night
Queation: Choose the beat executable action Irom above.
Ansper:
The acecutable
(ta aggroach collecting vood), autiafina the requieeeent flat ground in chesse diruction belga player get resource.
Priarity
StapeeeneSttp::: 136, Comulativn Baward: O, 0.
You taok action
You
grans steps to your north cou to your northreast.
You face tree at your front (seet).
statue:
food: 5/9
arink: 3/9
9/9
Your inventory:
woed:
coal:
iron:
wood_piciame::
prome_ptciaaze
Question: Action
Ansper: Hood Soord
Qsestion:
List objects in the current obeervation. For each object, brosfly anseer shat resource it provides and 19e zequirenent.
Ansper:
path provides easy navigation requires interaction.
2. Tree (2 steps to the vest): The tree providee sood shen chopped with wood stone pickaze. The requirement is haring sood_pickaze stone_pickase your investory.
3. Ooz (1 steps to the north-eact): The con provides food vhen killed. The requirement is having good, stoso, or iron sword in your laventory kill the cou.
stop to
grace provides significant recource but can
savigarion construction.
inventory
6. Vood: Wood is basic crafting material and is required for crafting itezs like pickazes, swords, and tables.
Stone crafting naterial and required cratting
piciaxes, sverds,
7. Coal: Coal is fuel resouree used for amilting iron in the furnace.
Tran: Tron crafting eaterial and required crafting
pickazes awords.
9. Vood_pickazo: The vood piciaaeo allows you to collect stene and coal. It zequires wood for crafting.
10. Stone_pickase:
pickaxe allova you collect from
chopping speed. It requires and
crafting.
Question: What vaa the last action taken the playor?
The action taken by player waa "nav",waa"".
Queation: For each object in the list, are the reguirweents net. for interaction? Acsver:
210

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additional requirements path. 2. Tree (2 staps to the weat): Yea, the requicezenta are sut for interaction aince you have both vood_pickase and a stose_pickaze in your inventory.
Path: Yes, the zequireaents for interaction
Con (4 atega to the northewaat):: The requirenata for interaction are not nwt since you do not have wood, atone, fron avord in your investory to kill the cou.
Grean (1 step to north): Yea, the requiresenta clear or unlk over the grass.
interaction there additional reguiresents
Your inventory resourcea:
Vond: Yes, the requireenta are awt for using vood sa crafting natarial recipes that call for it.
6. Stanw: Yax, the requiraants are snt for wsing stone crafting naterial in racipex that call for it.
Coal: Yes, the requirenett are not for using coal as foel resourcu the furnace.
8. Tram: Yea, the requirenents are aut for using from ua crafting naterial in recipea that call for it.
pickarwi Yea, the requitmmnnt are not for wxing the vond pickkrs since you have one in your inventory.
10. _inne_eccaae:: Yes, the regsirenetss are not for
stone pickaze ssnon you have in your investory. Question: List top aub-taska the player should follow. Indicate their pr priority out 6.
Anager:
Inorwase food leyel (Priarity: 5/5): Sincw the food lsvel in 5/0, it. ixportant: to find and kill cow devwlop another food cource restore the food level.
2. Increase drink lavel (Priority: 4/5): The drinks lavel is 3/9, which is low, and the player whould look for a water RourDe like lake river drink fron and restore the crink level.
Craft sword (Priority: 3/5): Grafting wood, stone, or iron avord necessary to defand aga instt monsters and the coe for food. The player han enough resources in their inventory to craft eword at table,
Qsestion: Weat are requirenents for the top eub-tack? What should the player firet?
Anzver:
The tap aubrtask in to incraase the food lavel. The requireeenta for this taak arw:
Locate food source, such con fruit, kill or harvest.
Rave a swagon (wood, stmme or iron aword) to kill the cou.
The player should first craft soord eince they already have necessary resources their inventary. They sill need find and place a table, and then craft the svord using the natorials available. Osce they have seerd, they can kill the cop, which 10 4 stepe to their north-east, to obtain food and increase their food level.
Question:
List top actions the player chould and requirenent for each action. Choose ONLY frox the 1ist all actions. Indicato their priority out of 5,
Ansver:
1. Make Food Soord (Priarity 6):
This action requires the player to be near a table and have wood in their iaventory. The player currently has sood their inventory, which
wood svord. This action provide the player with soapon defend thonselves and kill the cox for food.
2. Nove North (Petority 4): This action requiree a flat ground above of the agent, The player wants to get closer to the cox, steps their north-east. Kering
bring the player stop closer the
3. Nove Bast (Priority 3):
This actioo requires a flat ground to the right of the agent. After noving north, noving east will bring the player even closer to the cou, shich is their prinary targot for obtaining food.
(Priorsty 2): This action requires the player face creature (in case, the cou). have necensary the sood sward they crafted). ) lace the player is close enough to the cos and facing it, they can perform the "Do" action to kill the con and collect food.
Sleep (Exiority This action requires the playor's energy level
beloy aaxizun, Aftez obtaining food fron the cou, the player ray choose to sleep (sben necessary) to restore energy and allow sime for other resources (like treos, fruits, etc.) to spasn. Bouevez, this should only be done when it is safe to do so (e.g., sear shelter or protected area).
Question: For each action in the list, are the zequirezents net? Ancper:
Make Kood Svord: Yes, requirasets
player cood their inventory, they have previcusly buils
table (fron previous observatioss).
2. Nove Forth: Yeu, the requitementa are net. The flat ground above the agant (graas) is available for the player nove north.
B. Move East: Yea, the requitenenta are nst. After noving north, the flat ground would be available to the agant'a 'a zight for then to move east.
Dos No, requirement are not not yet. The player first needa to get closer to the cou (by parforsing the "Hove Forth" and "Nove East' acticus) and face the cou before they can perform the "Do" action using the wood svord.
Sleep: Yes, requirazenta sleep shen it doened necessary and safe to do co. Bouevex, not currently an urgent action.
The player's energy level is currently 9/3, which is belov xaximu.. They
Queation: Did the last player action succeed? Why?
Anavwr:
Yeu, the last player action "sot" auccedidd. The player aua abll to move weat, because there veew no obutaclea the way and the ground was flat.
Queatimm: Choose best executable action from. above.
211

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ALsoor:
The bast wtecstable actiio from the aboow 1a:
1. Nake Rood Spord: The player has I kood in their laventory, and they have previously builc table. Crafting weed sword will pravide player smapon dafend therselven and food.
Seaeeesentttp:: 187, Cusulative Revard: 0. J.
You taok action make, vond, sword.
You se0:
graas staps your
cow atepu to your sorthewust
You faom tree your frons (owat)).
acatus:
bealth: 9/9
Food: 5/9
enwrgy: 8/9
Your inventory:
atone:
coal: 2
iron:
stone pickaze:
QA
Osestion: Action
Hove North
Qseation::
List objects in the current ciservation. For each objact, breifly what rexource it pravides and ita requirenent.
Ansper:
1. Grazs: Procides no rasource but: can be usad as a flat ground to nowe on; no requirarent.
Prorides foed whon player decides
requires sword (crafted previoue
able eat
Tran: Provides uood when the player desides to collact it; requi vond pickaze inventary (alraady available).
4. Vood (in saventory): Required for crafting wood spords, sood pickaress placing tables; obtaized froe trees. pickazes, placing furnaces; obtained
Stane (in inventory): Required for crafting
swords,
wood_pickaze or stone, stone_pickaze on stome block.
6. Cool (in inventory): Required for smolting and crafting iron toole and reapons; obtained using sood_piciaro or stone, pickase on coal black.
inventery): Required for crafting ires tools seapone; obtained stemo_pickaze
block.
for collecting resources 9. Stane, pickare (in inventory): Used for collecting resources like stone, coal, and iron; requires crafsing at the table with good and stone available in inventory.
ptcisaee inventory):
stone, and coal; requirenent.
Question: was last action taken by the playoz?
Ansper:
The last actson taisen by the player was naking good sword.
Question: each object
l1st, are the zequirenente
interaction?
Ansper:
1. Grass: No specific interaction requized, the requirezent for noving grass (flat ground surzeunding the player) met.
available the inventory, Tree: Yes, pick_pe available
the
can intoract inventory, so player can interact esth
the tree.
4. Vood [in iaventory); M/A (aiready collected)
(In inventery):
(already collected)
iaventory): (alxeady collected)
7. iron (in iaventory): 3/A (airesdy collected)
8. Vood_pickazo (in inventory): 3/A (already crafted)
stome_pickaxe inventory): R/A (aiready crafted)
Question: List top sub-tasis the player should follow. Indicate their priority out of 6.
Ancper:
Drink
chirat (Priexity: 5/5):
nearby lake river drink
player's thisst lavel
at 3/9.
2. Collact pore wood (Priority: 4/5): Collact wood fros the tree in front of the player (to the seat) using the wood picaae enough
for crafting building the future.
3. Eat the cos to zestore food (Peiority: 3/5): Hove towards the cow by going sorth-east and eat the cow waing the svord to restore the player's food level, which is curreatly as B/9.
Question:
requirenent for the top aub-task? Nhat ahould the player fixat?
Ansper:
Top Sub-Tusk: Drink water to restore thirst. (Priority: 5/5)
Boquiremonts:
1. Lonate a searby lake or river an the source of vater.
2. Nove rovards the vater source.
The player should first locate a nearby lake or river us source of vatar drink from. Once vater aourcw found, the player should move tovarda it in order to drink and restoro their thirst level.
212

---

Question:
player should
requirement action. Choose ONLY frox all
actions. Indicata their priority out
Ansver:
1. Action: Hove East (Priority: 5/5)
Requiraaant: Lowarda right agent
source drinking.
2. Action: Hove North (Priority: 5/5)
Sequireant::
above agent
Reaxon: towards water sourca for drinking.
3. Action: Hove Rest (Priority: 4/5)
Requiraant:: ground left agent:
Reason: Explorn aurrouniags
sater anurcws,
4. Aabion: Hown South (Priority: 4/5)
Requiesant:
belov
Reason: Explore the surroundanga
kater souzces,
the
5. Action: Do (Priority: 3/5)
lequirezent::
necessary
Reaxon: Interact wi any creatorea or nateriala can halpful aurvinal, collacting reamurces or defending againat aonatera.
Doeatiin:: For action
reguirmeents
Ansver:
1. Action: Hove East
Requirerent: Flat ground right to information indicating ground the agent'e right
Yes, requirement
2. Action: Hovw North
lequirement: Flat ground
requireeent
agent grass step indicwting groun
3. Action: Hove Hest
Requiranant: Flat ground left to the
Yes, requirement
agent ruccesstully took action previcus stop (Stop
4. Aation: Hoew South
Requirement:
ground agent's deternine if requi rwment
player obeervations. Thue, possible
Action: Facing creature or naterial; necessary tool
Roquirenent:
The agent 15 currently racing tree (eatorial), but there is no information about whetber the agent has the necereary sool (sood, axe) in the inventory. Thus, it i8 not possible to determine it the requiremnt in aet.
Osestion:
player
Why?
Ansver:
It's not clear 1f the last player action succeeded, as there is no mention of a good avord in the inventory in the Flayer Observation 274. Additionally, the observation cunbers eltp to 274, there miesing Information.
Qsestion: Oboose the best executable action from abore.
Ansver:
North, as roquirement ground agent) brings the player cloeer to the water cource for dricking.
exocutable action
StmesnennSStpp: 138, Cusulative Revard: 0, Dee.see**n* You took actson aove, porth.
grass steps to your sest
cou 3 stepa to your east
You
your
Your status:
bealth:
food:
drink: 3/9
eaergy: 8/9
inventory:
wood:
stone: 4
iron:
pood_pickaao::
stane_pickaze: pickas::
stone
Question:
Anaver:
Move East
Queation: abjecta current oiservation. wuch object, brwifly ansver resource provides requirenent.
Anauw::
213

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maximun. provides: flat ground noving and placing objecta.
Reguirenent: Mone.
2. Cou:
providea: (reat) defweted..
Requiranant: weagon aword, acoow avard, iron aword) to defeat coz.
3. Tree:
Requirenent: providea: "lood chopped
(wond pickazs, atone pickace, iron pickaze) to chop down the tree.
Queation: What waa the laat action taken the player?
The action taken by player was norw.north.
Qreation:: For each object in the lixt, the reqeirasenta for intaraction?
Requiraeents met: Yeu, the graae zan be noved on or used for placing objacts vithout any requirenents.
Requirananta Yea, you have sond aword your inventory
the cou collact. used you wood_ pickese and stone,piskecee your inventary,
Tree:
chop Queatiion: List subrtaaks the should follow. Indicate their priority out of
Requireaant collect
Drink water to restore thiret (Priority: 5/53
Your drink level is currently at. 3/9, so finding a source of water like lake ahould be priority to woold dehydration.
(Priority:
lecel
5/9, defenting the cow provide you with next incresse your food supply.
3. Chop down the tree to collact wood (Priority: 3/5) Although you currently
your investory, collecting nore
you additional
build itazs as needed.
Qsestion: Vest
requirenents top eub-tack? What should
firet?
Top sub-taske: water tn rextore (Priority: 5/5)
Nequiraments:
Find
such lake
drink from
Vhat thould the player do firet: Explore the area by moving in different directions (north, south, east, or post) to locate vater source. Once water source i8 found, spproach it and perform the "drinie" action to restore the chirat level.
Qsestion: top
player chould actions. Indicate their priorisy out of 5.
requtrement
action.
Ansper:
Action: Hove East (Priority: 5/5)
Boquirenat: Flat ground
right
the agent.
Purpose: Hove closer to the cos, shich could be used as food source.
Action: Hove North (Priority: 4/6).
Boquirement: Flat ground above
agest. Purpore: Explore the area to find a water source to restore thiret.
Action: Hove West (Priority: 3/5)
Requirement: ground
agent,
Purpose: Bearch for vater source and other resourcos in the opposite direction.
Action: Hove Bouth (Priority: 2/5).
Boquirenent: Flat ground beloe (south)
agezt.
Purpose: Explore the surroundings to find a water cource, food source or other resources.
Action: (Priority: 1/5)
Boquirement: Energy
Purpose: Restore energy levels, aithough currently the energy level is not priority as it's at 8/3.
Queation: For each action
the requiraaenta net?
Ansver:
1. Action: Hovo East
Bequirament: Flat ground to the right (waat) of the agant.
Status:
there
nention
2. Action: Hove North
Bequiranent: Flat ground above (north) of the ageat.
Status:
agent, auccessfully
in previnus observation stap.
3. Action: Hove Nest
Requirmment: Flat ground to the left (weat) of the
Status:
there neatien obatacle
Action: Move South
Bequiranant: Flat ground belov (south) of the ageat.
Status:
nention obstacla anuth.
5. Action: Sloap
Requirament:: Energy level ia below sacirun.
214

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Status: Not
energy level currencly 8/9, aloeping would only needed chen enazgy levels or cleser deplation.
Question: Did the last player action succoed? Nhy?
Anaver:
Yea, player action (sove_north) aucceeded because thurw ground (grans) alloving then to move in that direction.
the playez,
Question: Choose beat executable action
Ansowr:
The best acecutable action from the list is La sove esst (Action 1) ma it has the highest prinrity (5/5) and ita reguiremnt is nut. This action helga the player zove closer to the cow, shich can be used as food source.
Stap 159, Comllative Baward: O, 2.Deeeneeaee
You Look action
You sea:
path stepa to your soudhrwast
steps your
cow stepu to your waxt
You face
frons (east)..
Italth: 9/9
Food: 5/9
energy: 8/9
inventory:
coal: 2
tron:
good_ pood_piciaee:
stone_ comee_tcceee piciaze:
QA
Osestion: Action
Qsestion:
List
observation. For each breifly
provides and
sequirenent.
Insper:
1. Grazs: Provides no resources, no requireamt.
Path: Provides
Prorides eood, requiiees wood_ packaae stone stome_piciaze..
Con: Provides food, requires wood aword or atone, sword.
Osestion: Veat
last action taken the player?
Ansver:
The last action takee by the player was nove_cast.
Question: For each object
the requirezeate intoraction?
Ansver:
Grads: No requirenents needed for interaction; requirennts net:
2. Path: No requienents needed for interaction; reguirenents net.
Tree: Bequires vcod_pickaxe peme_pickare;
have rood_pickaze and stone_piciaxe, requirexents requireents
Requires
stone, evord; you don't
Qsestion: List top sub-taske the player should follow. Indicate their priority out of 5.
Ausver:
Graft poord or stoos__voze (Priority: cow, providing food to restore your 2ood peter.
you intoract with obtain resources the
Find
(Friority: Driniring
your
encuring your
3. Collect more wood (Priority: 3) Wood crucial resource for crafting various ceseatial tools and itens; you cursently only
wood, collecting
useful.
Question:
Veat are the requirements for the top sub-task? what should the player do firet?
Anaver:
For the top sub-task, shich crafting wood_avord atome_aword, requiresents fellous:
Vood Bword:
Place crafting table (requires wood inventory)
inventory
2. Stone Bvord:
Place crafting table (raquirwa vood in inventory)
Rood usit)
usits) iaventory
Siace the player already hea unit of vood and unita of atone, they can craft a stone_svord. Rowever, the player nweda Co have crafting table.
player should do first:
1. Place crafting table using the wood from their inventery.
2. Craft stone, avord the wond and stone in their inventary.
215

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Question: List top actiona player should and requirensnt for action. Choose ONLY frox the list all actioon. Indicata their priority out of 5.
Ansver:
1. Peiority 1: Place Table (Place, Table)
Requireeent: Wond in inventory (Player has
wand)
2. Priority 2: Make Btome Bword Bhake_Stose_Saee Requiranent: Yearby table; wood unit) and atone (2 unita) in investory (Flayer haa table, usit of wood, and 4 iba of stons)
5. Priority 3: Nove to Cow (Hove, (Move_Eaas)
Requiranent: Flat ground right to the ageat (The cou is to the playez's east)
Priarity Defeat (Do)
Requicezent: Facing the creature and having a uecessary teel (Playax needa to be facing the con and have sword)
Peiority Drink (Collect, Brink)
Bequirenen:: Player near water souzce (Playaz'a thirst is 3/9, drinking water should be priority)
Question: For euch action in the liat, are the reguiremens Det?
Place Tabll (Place, Tahlw): Yex, the requirament is net wx the player haa unit in thair invwntory.
Make Stone Sword (Make, Stone, Sword): ; No, the requirment in because the player needs nearby table. Hoxeverr (1
player hea the necassary then nake the atone aword.
and
atone), they firat place the
3. Noow to Cou (Nove, :ast): Yea, the irwsent ix net wa the is 2 stapa the player's wast and there flat ground.
Defent Cow (Bn): No, the requirement not ret because the player needa have mvord and be facing the cov. Once the player has crafted the stone sword and in facing the cow, they can complete this action.
Drink (Callect, to find uater source first.
requirerant
player
aource. They
Qseation:: Did the last player action succendy Why?
Ansver:
Yes, the last player action succoeded. The player noved east becauze there was a grace, which is flat ground, in front of the player, al loviing then to nove in that diraction.
Qsestion:
executable action
Ansow::
The best exocutable action fron the liet above is "Hove to Cow Move_Bart), ," the requirement is not with flat ground and i8
the player's
Stop 140, Cunulative Revard: D. You action do.
You see:
steps your south-east
tree stops to your norch-vest
cop 3 steps to your south-cast
You gress your (east).
Your statue:
health: 9/9
food: 1/9
energy: 8/9
inventory:
sapling:
2ood:
stone: 4
iron:
pood_pica
stone_ piccaxei
Question: Action
Ansper:
Place Table
Question:
List objects in current obsorvation. each. object, broifly anceer resource it providee and itc
sequiremens.
Ansper:
Path: The path providea masier nevigation
apecific
Requi None.
Tree: The tree provides wood resource. Requiresent: Wood pickase.
3. Grass: Grass may contain saplings, no specific resources. Requireneat: Hone.
4. Cow: The cou provides food vien defeated. Requisment:: Veagon, auch wood, stone, iron aword. placed grow
Sapling inventory): Bapling
provide weod. Requirenett: Hons.
Queation: Viat vea the laat action taken by the playee?
Ansver:
The
by player *da."
Question: For each object in the list, are the zequiresents net for interaction?
Answw::
Puthi requirenesta interest with the pata, yeu, requireaets
216

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Tree: You wood_piciaze and stone_piciare in your inventory, yes, zequirements intoract tree.
3. Greas: No requiseeenta co interact with the grass, sn yeu, the reguireennt are ast.
4. Cow: You don't have aword in your iaventozy, so the zequiranents to interact with the cow (defost It) are not zet. Sapling inventory): There
requireentt
with sepling your inventory, requirerenta
sut.
Queatiion: List subrtaskk the player should follow. Indicate their priority out of
Acsver:
Craft wood or stone muordd to defeat the one for fond. Priority: 5/5, the playaria food lavel in lov.
2. Find a sourcs of vater or lake to collact drick and reators the player'a thirst, Priority: 4/5, sa the player'a drink
level is also lov.
sapling grow
callact
Priority: 3/5,
would provide ateady supply
is not as urgent Food and drink.
Qreation:: What. the requi for the top aub-task? What should the player firat?
Ansver:
Requiresnts
top aub-task (Craft vood or stons aword to defeat the cou for food):
Vond or stone in inventary (the player has both) A nearby Lable, which has not been placed ywt
The player abould firat place the table. this, the player should parforn the actioon *Place Tabll" wince there wond in the inventory.
Oueation:
player should actions. Indicate their priority out of 5.
List top
requirarant for
Chanse DNLY from the liat all
Ansger:
Priority 1:
Place Table (Raquirweent:: Wond in inventary)
Priority 2:
(Requirenest: Hearly table, wood in inventory) uood and stone in inventary)
Stone (Requirenent: Nearby table,
8. Priority 3: Nove Bouth-Fast until the player is near the cos, (Bageirwent:: Flat ground in the southrwast diraction)
Priority 4: Do (Use crafted evord defeat the (iequireeett:
food) (Sequirenent: Facing the have the sword equapped) source)
Priority
by drinking
Osestion: For each action in the 11et, are the requirerente net?
Ansowr:
Place Tablo: Yee, requirement net, The player good thoir inveatory.
2: Make kood Sword or Hake Stone Sword: Tes, the requtrenents are net for both. The player has wood and 4 stones in their inzestary. Hoowver, after placing the table in action 1, the player will need to chonse betvwen makiing Wood Suord or Stone Beord.
South-Kaet
player
cos: Yee, requirenent
The player nove
ground the
southrwwat direction tocards the cow.
4. Do (Uee the crafted spord to defeat the cou for food): The requirement could be net if the player had crafted evord. spord action 2 before taking this action.
Currently, the
will need to
Collect Drink by drinking from a lakes The requirement is partially unclear. The player needs to be near vater source, shich is not nentionnd in the playor's observation. Bopover, if the player rinds a vater cource, they can zeet this reguirenent.
Qsestion:
last player action eucceed? Why?
Ansver:
The last player action "do" did succeed, it ressited in the player obtaining a sapling, as indi cated by the inventory update in Player Observation Step 290. player likely interacted with sapling.
tront then collect the
Qsestion:
Choose the best executable action fron, abore.
Amsver:
The best exocutable action fron above Priority 1: Place Table, the requiroment in inventory) nct, and st 15 the first action to perfor in the prescribed sequence.
Stop 141, Canulative Reward: 0, D..esseean You took action place_ table.
You see:
path 6 stops to your south-cast
tree 2 stops to your north-vest steps your south-east
You face grass at your front (east).
health: 8/9
food: 4/9
drink: 3/9
energy: 8/9
Your inventory:
sapling:
wood:
atone:
coal:
iron:
wood_piciaaze:
stone_pickaze
QA
Question: Action
Anaver: Stons Sword
Question:: List objects in the current clservation. For each object, breifly anscer what resource it provides and ita requirmant.
217

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ALsooe:
Path: The path provides clear and safe pazsage to move around. Requirenant: Claur ground with no obataclex.
2. Tree: The Leee providus wood, shich is needed for crafting varioua tosla, veagona, and atructures. Requireonnt: Catting dowa using piciap better tool.
providea food (nwat)
playarta baalch. Repuierents Defanting using any type avard
ranged sespen.
4. Grass: Grass indicates an usoccppied space, shich can be usetul for building or planting saplings. Requirement: Clearing
the using tool placing an object on it. Table placed step 262): The table allowa crafting of varioua tools and veapona. Requireaet:: Collect wood craft and place the table.
Individual resourcea provided:
Path: Konn
Trwn: Kood
Cow: Food (neat)
Grazz: Space for building
Tabla: Crafting platfors
Queatiian: What. waa the laxt action taken by the player?
Ansioe:
The action by player was placing table (place_tabled
Question: For each object in the list, are the requiraents net, for interaction?
Ansper:
it pravideo Tewe: Yes, auquirmentt for interaction are net as you have vood_ in your lnventory, shick can cut down the tree for wood.
Path:
requireants for interaction
passage
3. Cos: Yea, the requimeents for interaction are net. because the coe can be defested using veagon, although you not
currently have soord your inventory, you still craft one uring good or stone at table.
Grazn:
Yes, the requirmentt for interaction are net an st. indicates a space that can be used for building or planting
sapl inga.
Table: Yes, the requirezents for interaction are
have the necessary recources in your inventory (wood, the table.
stone, coal, iron, pickase, stone, picck_e)
Qsestion: List top sub-tarke the player should follow, Indicate their priority out of 5.
Ansoer:
Craft seapon to defeat con and replenich food (Priorsty: 6/5): Having a weapon, euch as good or etone evord, increases your ability to protect yourself and gather food resources, Crafting a seapon should be a high priority.
Increare drink levels aroid dehydration (Priority: 4/6): Your current drink level 3/8, seeking vater or collecting drink urgast: an having a ueapon for defense and bunting..
help avoid negative effecte dehydration. This an inportant task, but not as
Plant the sapling to
tree and provide more good resources for crafting building. While benoficial in the long run, not an innediate necessity like having a reapon and increasing your drink levels.
steady supply of wood (Priorsty: 3/5): Planting eapling will evectually
Question:
Vest
requirenents for the top eub-tack? What should the player firet?
Ansper:
Top Bub-Tack:: Graft veapon to defest the con and replenteh food.
Requirenents:
near placed table (already placed Step 282)
2. Have wood or stone in your inventory (you have 2ood and stonee)
the player already
placed table and the necossary Siace they have wood and stone available, it's rocomsended craft stone spord for better efficioncy and durabilsty.
their inventory, they proceed craft seapon.
First action: Craft
Beord (Action: Nake Stome Bword) by using nearby table and fron inventory.
Question: List top actions the player should taks and the requirenent for each action. Choose OnLY from the 1ist of all actions. Indicate their priority out of 6.
Ansoer:
Priority 1: Make Stone Boord (Requizes nearby table and stone in iaventozy)
Action: Craft Stone Soord using the nearby table and the stone from your investory for better efficioncy and durabiisty in defeating the cou.
Move South (Bequires ground belov agent) Action: Hove closer to the coe for 2 stops unsil it is right naxt to the cow.
Priority 2:
Peiority 3:
(Bequirea facing
saterial and having the necespary tool)
Action: Face the coe use the Stone Boord to defeat it in order to replenish your food supply.
4. Priority 4: Collect Drink (No requizenenta)
Action: Find
(such, lake river) and drink it to
your thirst levels.
5. Priority 5: Place Plans (Buquizas sapling in inventory)
Action: Plazt the capting collected in your inventory to secure steady food supply of grosing fruits in the future.
Question: For each action the list, are the zequiranents net? Ansper:
1. Priarity i: Make Stone Sword (Bequizes nearby table and atone in lnventary)
Bequiresants Yea. have placed table your prezioua step, and you
stones in your inventory.
2. Priority 2: Nove Bouth (Buguirua flat ground belov the agent)
Bequirenents net: Tea. There are indications of obstacles below the agent, flat ground can be assuxed and the player
approach the
3. Priority 3: Do (Requires facing creature or saterial and having the necessary tool)
Requiraeenta net: Not yet. You will have to nove clowwr to the cow and craft the Stane Suord to be abla to do this actionn
218

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Peiorisy Collect
requizeneata)
Requiraments net: Yea. are specific requineentt like lake or river before you can perform this action.
Howerer, you will need to Find source vatar
Priority
(Bequirea sepling inventary)
Bequirenett nut: Yea. have supling your inventery, shich you can plant the ground.
Queation:: Did the laat player action aucceed?? Why?
Acsver:
(place_table) table) and vax successfa) because the player had Yes, the player action aucomeded. The player placed tabla (place, the required vood in their invettry.
Ansowr:
The best ezecatable action from the list above is:
Priority Make
(Bequiza cearby table investory)
142, You actioon makes atone, aword.
You steps your
atepa to your norch-oeat. cou 3 steps to your sonth-east
You grass your
Your atatus:
bealth: 9/9
3/9
energy: 8/9
inventory:
sapling:
wood:
iron:
g0od_ pood_ppciamee:
Qsestion: Action
Ansver:
Place Furnace
Qseation:
List objects in the current observation. For each object, breifly ansver shat resource it provi des and 1ts zequirenent.
Ansper:
stops
south-east)): Erovides easier aovenent narigation; requireneats.
2. Tree (2 stops to the north-vest); Prorides wood when chopped down; requizes a pood_pt or better tool to chop.
3. Cost (3 steps to the south-east):; Prosides food when killed; requires weapon (eigr, pood_mxord, stone_evoree to itlll efficiently.
Grass (facing cast):
building collecting saplinge; roquirencats.
In the investory:
Wood: Can
open space
crafting busiding: requires collecting
7. Stone: Can be used for crafting and building; requizes collecting with a pock_pickaze or better tool.
8. Coal: Can be used in furnace to snelt asterials; requires collecting with pood_ptciaaee or better tool.
Iron:
ceapons; requires collecting
stone_pickaze
meelting furnace
10. Wood Pickaar:: Can be used to collect stone, coal and break blocks; requires crafting with sood.
11. Stone Pickaxe: Can be used to collect iron and break blocks; requires crafting with stone and good.
Qsestion:
taken
player?
Ansper:
The last action vaiee by the player was "make_stoae__uue sword".
Question:
object list, are zequirexents interaction?
Ansper:
1. Path (6 stapa to the soutireaat): Yea, the pata requizes so specific tool interaction. You nove along the
freely.
stops to north-vest): Yee, you wood_pickaze stone stone_picie _pcckaze available in your inveatory for
chopping down the tree.
3. Cou (3 steps to the south-oast): Yes, after zaktng the stome_eword in provious action, have suitable weapon
kill
afficiently.
Greas (facing east): Yeu, there aze specific requirerenta
the graza.
Ts. the inventory:
sapling open space ground. Wood: Already collected, no further interaction soeded.
Sapling: Tes, you
7. Stane: Alrendy collected, no further interaction needed.
8. Coal; Already collected, no further interaction needed.
you have
you
place firat.
10. Pickars: Alrwady crafted, further interaction newded.
11. Stone Pickase: Already crafted, ne further interaction seeded.
Oueatian:
List top sub-taaka player should follow. Indicate prinrity
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ALsoor:
Place furnace the (Priarity: Placing furnane and snalting the iron will anable you craft batter toola and seupees, essential foz: advancing in the gaza.
Drink
food (Priority: Your food drink lavela ruplenish then suintain your bealth euwrgy.
and respectivwly. importact
3. Plant the sapling (Priority: 3) Planting the sapling will wacablish iah renecable aource of wood, which will be uswful crafting, bailding, and creating toola and veapona the future.
Queation: Viat, are the requiteennta for the top aub-task? What. should the player do first?
Ansver:
Por top
requireents
1. Collact stone: You already have 4 atones in your inventery, shich is anough to craft furnace.
2. Place the Fornace: Since have the secusnary stonws, place the furnace.
Collect
have coal your inventory, your inventory.
analting
Collect irom: aiready have
Civen the reguieeeens. the player should fieat place the furnace as they already have the necessary rasourcea in their they
investory, placing
proceed
iron using collected fuel-
Question: List top actiona the player should take and the requitemen for each action. Choose ONLY feox the list of all actions. Indicate their priority out of 5.
Peiority 1:
Requirezent: Stone in inventory (you already have 4 stones)
Priority
Requirenent: Plat ground left to the agent (assuning flat ground is available; not, choose altenaative auitable direction to find unter)
Priority Veat
Requirenent: Flat ground laft to agent (Keup noving search of water, adjust the diraction as nesded)
4. Priority 4: Collect Brink
Roquirenent: Reaching vater cource
noving
water)
5. Priarity 5: Eat Cow Requirenent:
(a.
3. steps your south-east)
Notw: These priarition tiex based your currant atatus, which indicatex your drink ix at 3/9 food 4/9. Therefore, it's important to find water cource and consune food to avosd health isruce. Placing the furnace 15 the priority progress crafting advanced tools.
Qsestion: For each action in the list, are the requirenente nct?
Ansver:
Furnace
Requirenent:
Stone inventory (you already stonee)
Status:
legsirenents net
Priority 2: Hove Vest
Requireneat: ground left ageat (assuning flat ground is available; not, choose alternative suitable direction to find water)
Status: Unable to deternine it requirenents are not based on the given information about the surroundinge; nake sure flat desired direction.
Priority 3: Hove Vest (ar another sustable direction)
Requirenent: Flat ground left to the agent (keep noving in search of sater, adfust the direction as needed)
Status: Priority unable detormine vithout additional information about the surroundings.
Priority 4: Collect Drink
Requirenent: Reaching vater cource 1ike lake (arter moving towards the water)
Status: Requiresenta
currestly set; you find
(lake rives)
Priority 5: Eat Cop
Requirezent: No requirementa (a cow is within 3 stepa to south-east)
Status: Requirexente net
Question: Did the last player action succoed? Why? Ansper:
the player action "saiee atone, svord" succeeled,
playez had the necessary zequiraaenta the action.
and stone their inveatory and vas close table, zequirexents for xaktnng stone suord.
player
Choose best executable Anzper!
Question:
fros.
The beat ezecatable action from the list above is Priocity 1: Place Parnace. The requirenent for this action are zut as you have enough stone (4) your inventory.
Steee 143, Conulative Raward: 1. 1.Dereeeeenn You took action furnace.
You see:
grass steps to your weat
steps your alepa to your northreeat
cou 3 steps to your south-east
You furnace your (wuat).
220

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bealth; 9/9
food: 4/9
3/9
eaergy:
Your inventory:
sapling:
wood:
coal: 2
iron:
pickaze:
stank_pickaze:
QA
Qreatioo:: Action
Anaver: Bouth
Queatiom: List. objecta in the current ciservationn For such object, breifly unsver what rezource it provides and ita
reguirement.
Ansow::
3. Path: Providea vay to move quickly; no requirmennc.
Tree: Provides vood shen chogped; requitex
wood
pickaze.
Providea food (neat) when
Currently no resources provided; requiremets..
5. Purnace:
Provides to snalt iron and cook food; reguires stone and being placed.
Osestion:
player?
Ansver:
The laat action taken by the player was placing the furnace (action: place, place_furaace furnace).
Qseation:
object
reqeirmment
Ansver:
1. Path: Yes, the requiremente are met for interaction; you move quickly the path.
Tree: Yea, the reguirwants,
for interactioon have wood pickaze and stone pickase in inventory.
zequirenente
interaction; you your nouly crafted stose
con for food.
Graes: Yes, the requirezente are zet for interaction; no specific tool or action in needed.
5. Purnace: Yax, the requiranants, are eat for interaction; the furnace has been placed and can be used for snelting iron food.
Queation: top subrtaako the player should follow. Indicate their priority out
Anspor:
Increaze Food and Drink levels: Priority 4.5/5
the cou
(xeat)
Find a vater source to drink frem
Saclt Iron:
Pricrity turnace
your investory
3. Explore and Collect nore resource:: Priority 3.5/5
for vood.
Koep nearching addicional resources stone, coal, irom
Qsestion:
Vest are the requirements for the top sub-tack? Vhat should the player do firet?
Ansver:
Top sub-tack:
Bequirements for the sub-task:
food (reat):
Approach the stepe to your
Usee your stone svord (oz any svailable weapon) to xill the cow.
Collect the dropped meat.
vator source
from:
Sxplore the area to locate lake, river, or any other vater source.
Approach the water source and drink from restore drink level.
The player
approach
Question: List top actions the player chould take and the requirenent for each action. Choose DELY frox. the 1ist of all Indicate their priority
Ansver:
1. Priority 1: Hove Bouth-East (3 steps) Requirenent: Flat ground is the couth-oast dixection.
This action will bring the player closer the cou for food.
Peiority
stone evord) Requirement: Facing the cou, having This action will kill the cou and provide aeat to increase the food level.
inventory.
Peiority Nove (wzplorw) Requizenett: ground in any
energy level depletad, level.
The player needa explore area
vater source,
essuntial increase
4. Priarity 4: Nove (approuch the water souroe) Requireeent: Flat ground in the appropriate direction couards the vater
bring player
the vater source drinking.
B. Priority 5: Deink Requirenent Branding next to lake or river, any other water source.
This
the player's leael help
Question: For each action in the list, are the zequiresents net?
Ansowr:
Based observatioss, lecta check requireeent
221

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Priarity 1: Nove Bouth-Fast atspa) Requireent:: Flat ground the acuth-watt direction.
Requiseeent ast, au there la path atapa to the soutbresat and there is so asntion of obstacles.
Priarity
Requirmentt; Facing the having Requiseeen partially mus. player atose award inventory, but they it first.
the
inventory.
reach couts position
Peiority Nove (waplorw) Requizerett: ground in any direction, energy level depleted. Requi recent ant, as the player 8/9 energy and there's flat ground in vultipla directions.
4. Priority 4: Nove (approach the waier source) Requirenent: Flat ground in the appropriate direction tovards the vater Requiieeent not awt beceuse player not diacovered water sourow yet.
5. Priarity 5: Drink Requitenent: Standing neet to lake river, other unter source. Requisesen
becouse player found
yut.
Queatian:: Did the laxt player action auccend? Why?
Ansowe:
(place, furnace) facing walid location to place furnanw.
player
player required rescurces inventory (stone)
Qrestion: Choose the best executable
from
The esecutable action
above Priority 1: Novw South-East ataps), requirmanta are fully nec. There in flat ground in the south-east directioon and no obstacles rentioned. This action will bring the player cleser to the cav for food.
You wew.eeeentttpp 144, Cmullative Revard: Deeeeeeeee.
You see:
to your southweast.
stops your pest
furnace 2 staps to your north-east
cow 2 stegs to your wast
grass your (south).
Your statue:
health: 9/9
food:
drink: 3/9
energy: 8/9
inventory:
eapling:
wood: 1
coal:
iron:
pood_pickame::
ccome_picaaze:
Qsestion: Action
Insper:
Movo Hest
Osestion: objects current observation. object, broifly
resource it provides ite
requirenent.
Incper:
Path: Provides
navigate
environent.. Requirenent: Hone.
Zree: Prorides resource chopped with sood pickaze better. Requironcs:: Nood pickaze better.
3. Furnace: Allous enciting of irom using coul. Requirezent: Stone, coal, and sron.
4. Cou: Provides food resource shen killed. Requieennn: Neapon or tool to kill the coc.
Doesa't
any specific
but be used navigate through envirounent place saplings/
Requirenent:
Question: Vhat vas the last action taken the player?
The action taken by player was nove_pouth.
Queation:
For euch object in the liat, are the zequiranmns for interaction?
Ansper:
Path: Yes, requirenente not there
specific requiremente for interaction.
2. Tree: Yea, the sequiresents are not as you have pickaic in your investory.
8. Furnace: Yes, the requirencnts are not as you have stone, coal, and iron your inveatory.
requireents not nost officient veapon.
you
sind,pickasa that
tool kill cov, although
6. Grass: Yos, the requirexents are zet as there are no specific requirenents for interaction.
Question: top sub-taaka player should follow. Indicate their priority
Ansver!
1. Priority 5: Collect nore fros using the stane_pickase to make an from awerd for bester cosbat afficisncy.
2. Priority 4: Kill the cow with the sood_pickaze pickaze to increase the food supply.
Priority Find
drink
level.
Question: Vhat are the requirenenta for the top aub-task? that should the player do firat?
Ansow::
Reguireaenta for top sub-task (collect iron using atone_pickaze):
222

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of iron Equip the stonn_pickkaze.
The player should first locate souzce of iron ore to xine. To do this, they can exploze the surrondings (aove cliffa, undergrousd Once they iron different directions) and swarch iron use it mine the iron oze.
ozw, they should equip the accne_pickese
Queation:: List actiona the player should take and the requiremett for each action. Choose ONLY frox the liat of all Indicata their priority of
Ansowr:
1. Move Kest (Peinrity: 1)
Requiraent: Flat ground left to the agent. The player should nove to location wherw they are more likely to find iron oze.
North (Priority: 2) Requirerent:
ground
of agent. Reploring surroundings
Hovw East (Priority: 3) Requiresent: Flat. ground right to the agent. Further exploration to looste fron ore.
4. Move Bouth (Peiority: 4)
Bequirerent: Flat ground belov the agent. Espanding exploration to incresse the likelloood of
finding iron ore. (Priority:
(sine
Requirmeent: Facing iron vain; the necesssry toal (atone. Mining frea once located during exploration.
Question:: For euch action in the list, are the zequiranent net?
Nove Neat Yea, the requitenent: net since there ia graxe atep to the weat.
2. Move Karth No, the requirmoent is not ast an there in Lrew 2 stepa to the northrwent which night be blocking north
open space for 4. Nove South Yea, the requirenent is not since the agent currently faces grass to the south.
Yea, requitmment
is abapa
wast, indicating
xovermet.
Do (sine iron arw) No. the requirement in not net the player hax not located any iron vwin in their current eurroundings.
Queatiinn: Did the last player action succend? Why?
Ansper:
player action auccanded. The surrounding envircnment, indicating aucowssful nove. The player now facea grass at their front (couth), and the fureace in nov 2 stape to the player's north-east.
south, observation
change
Qsestion:
Choose best executable action froz. above.
Anzger:
The hest ateratable actiion from above ix Nave Next..
Stop:: 145, Cumulative Reward: 0. J.
You taok action
You see:
grans steps to your north
furnace stops your north-oast
cou steps to your east
You face tree at your front (vest).
starus:
bealth: 9/9
food: 4/9
drink: 3/9
energy:
Your inventory:
sapling:
wood:
coal: 2
iron:
wood_piciaze:
stane_ptccaze:
Q4
Question: Action
Amsper:
Question:
List objects in the current obcorvation. For each object, broifly anceer what resource it provides and itc requiraant.
AnsveE:
1. Path: Provides clear path to travel or zove around. Requirenent: Mone..
2. Tree: Providea wood shen chopped dovn. Requizement: Rood pickaze or better.
Provides ability exelt iteas such irea Requirement: Coal and iteas smolt, 1ike Prorides food (mear)
killed. Bequironest: Heapon (wood coord better). 5. Greas: Doea not provide any awsources. Requirenent: None.
Quextion: What
laat action taken by the player?
Ansver:
The last action taken by the player was nove_west.
Question:
For each object in the list, the zequirasents Interaction?
Ansver!
1. Path: Yea, the zequireenta for interacting with path arw mec, as there are no specific toola needed to nove along the path.
Tewe:
Yes, zuquireenta for interacting with truw are mac, as the player hus vood_ their inventory,
which is needed to chop down a tree to collect wood.
223

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coal inventory, shich required player only hax which may not enough to anelt new stwn.
Partielly, playor
Rovevor, the
4. Con: Yes, the zequiremente for interacting with cow net, as the player can use their woot_pickaze or stone_pickaze the seupon
6. Grass: Yes, there are no requiresents for interacting with grass, as it does not provide any resourcen. The player can the
sisply nove onto
Queation: List top aubstaako the player should follow. Indicate their priority out
Ansver:
1. Priority 5: Collect food Kill the coe and collect neat to increase the Food level, This is priority the playez? food
currently
2. Priocisy 4: Collect sood Chop down the tree using the vood_pickaze to gather wood, Addicional vood will allow the player to craft nore tools build structures.
Peiority
a source (a.g., lake, river) for restoring drink level. Curreatly, the drink lavel in 3/9, which will need to be raplanished noon.
Osestion:
requtrenents
top
player
Ansow::
Top sub-iask:: Collect food Kill the cou and collect seat to incresse the food level.
Requirenents: player ahould
seapon, preferably Howweer, weapon not strictly becwaarry. as player can still attempt to kill cou tools picitaa or even without any equipeent: by using their hande.
(wood,
iron)
afficiently.
player do the cas, Once close enough, the player can try to attack and kill the cav using svard, tool, thair hands to collect. the seat.
Since the con currently stepe east, player should nove appreach
Qseation: top actions. Indicate their priority out 5.
player
requiranent
ONLY
Ansper:
Priority: Actioon: Hove Bast
Roquirenent: ground east agent.
2. Priority: Action: Nove Rast
Requirenent:
Priarity: Actionn Noow
Requirenent: Flat ground to the east of the agent.
the Requirenent: Pacing the cow; having a reapon, Like a sword or tool, like a pickaxe (altthough not strictly zecersary).
Priority:
Priority: Action:
Requirenent: Energy
maximun.
Question: For each action in the 1ist, are the zequirenente nct?
Ansper:
Nove Requirenent: Flat ground to the east of the agent.
Peiority:
Status: Ket (Player'e observation indicates flat ground to the east)
Hove Requirezent: Flat ground to the east of the agent.
Priority:
Status: Unimovn (Het enough information from the current ohservacion, player aust zove east firet)
Priority:
Requireneut: Flat ground to the east of the agent.
Status: Unimoun (lict enough information from the current chservacion, player nust move east tuice)
the Requirenent: Pacing the cow; having reapon, 1ike a suord or tool, like a pickaxe (although not strictly necessary) Status: Fartially sot (Player has wook_pickaze and pickaxe is inventory, but not currently facing the cou, need east first)
Peiority: Action:
6. Priority: Action: Sleep
Requirezent: Energy lovel is below zaxima.
Status: Varst (Flayer's anergy
8/9, sufficient continue aleap for
Question: Did the last player action succeed? Khy?
Anaver:
the player action succeeded. The player noved from doing
obstacles restrictious preventing
Question: Choose the best executable action froz. above.
The executable action from the above
Priority: Action: Mave East
Bequiesent: ground
the agent.
Status: (Player's observation indicates flat ground
SLap: 146, Conulativn Baward: 0. You took action sove_east,
You
224

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atepa your south-east
tree atepu to your weat
Furnace 2 atapa to your north-waat
cou 2 steps to your east
You fuce grasa at your front (east).
Your atatua:
bealth: 9/9
food: 4/9
drink: 3/9
esergy: 8/9
inventory:
sapling:
sond:
iron:
sond pickase:
stone pickase::
Queation: Action
Assver:
Question: List objecta in the current oiservation. wach object, breifly assver what reaource it provides and ita
reguireents.
Ansow::
Grass Resource: Some, lequirement; requtrenents to interact.
Purnace Resource: Used for mellingg iron and other raterials, Requirement: Requires stone to craft and place.
3. Cou Resource: Providea food (seat) when killed, Requi No requirerenta to interant; can use tool or seagon to
kill food.
Providea
chopped down, Requi rement: Rlggirrs
pickaze,
pickaze, higher lerel
tool to chop doun.
6. Path lessorce: None, llequirenent: lio requirenets to interact; can move along the path for easser navigation.
Vand Pickzaze Resourow: Tool for chopping down trass and callacting stone, Requirerant: Requi uond to craft.
Stone Pickaze Resource: Tool for collecting iron, Requiremenz: Requires etone and wood craft.
8. Sapling Sesource: Can be used to gros treee wten planted, Requirenen:: No requirenens to interact; can be collected when found or cbtained by chopping down traex.
Qsestion:
action taken by the player?
Ansow::
The last action taksen by the player was nove_cact.
Question: For each object the list, are the zequirenente
intoraction?
Insper:
1. Grazs Yes, the requirarents are ret for interaction as there are no specitic requirennts to interact eith grate.
Furnace
requirenetts
collected stone and placed turnace the tor interaction as are no specitic requirenetts to interact with cok. You can
for interaction
Cos Yes, requirenente
use veapon or tool to kill it for food.
4. Tree - Yes, the requirexente are zet for interaction as you have 2ood_ pociapee and stone_ pickaae in your inventory that be used
the tree collect wood.
Path Yes, requirexents are zet for interaction as there aze no specific requironcats to interact or nove along the path.
6. Vood Picizaze Yes, the requiremente are net, you have sood in your inventory and have slready crafted a packaxe.
Stone Pickare Yes, requiresents
you have
your inventory
already crafted
stose_pickaze.
8. Sapling Yes, the requirenents are not for interaction as there are no epecific requirenents to interact with a sapling. You can plant it groe tree.
Osestion: top sub-taske the player should follow. Indicate their priority out
Ansper:
1. Priority 4/5: Drinis vater to restore thiret Vith thirst level of 3/9, the player chould prioritize finding a vater source drinking
stay hydrated.
2. Priority 4/5: Collect food and eat The player's food level it 4/9, which indicater that they should rocus on finding a stable food nource. The cov nearby can be killed to provide seat for inmodiate consusption, and the sapling can be planted grow
which could erestually provide fruits.
3. Priority 3/5: Collect more resources As the player has only 1 wood, 2 coat, and i iree in their inventory, they should contizue collecting resources such as 12o0, stone, and wood for crafting iteas and expanding the shelter. Chopping nining
devs
potential sub-taaka achieve
goal.
Question: Veat are the requirenents for the top sub-task? What should the player do fixet?
Anaver:
Top sub-task: Drink
thirst.
Requirezants:
1. Find vater source, such as lake, river, or vell.
Approach
using north, sove_aouth, sove_mnst, nove_veat baaed ita relative
location).
3. Drink vater shea standing next to the vater sourco.
Vhat should player do firat:
The player chould first acout
vater source zearby. If no vabex source inmediarcly visible, they should explore the aurrouning areas by soving in different directions ustil they lonete ose. Once vater source is found, the player should approach and drink frox it to restore their thirst level.
Queation:
List top actions the player should take actions, Indicate their priority out of E.
requirement for action. Chonse DNLY frux the all
Ansowr:
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Peiority Nove (nove_north, aove_south,, aove_east,
Requizenent: ground in respective direction. This actioo a pricrity na it would help the player explors the anvirorment locktH texourcea, wuch water soureea or Liwea.
Priarity Drink Requirmeent: Btanding thirst lavel, shich curruntly Zow (3/9).
Drinking priority it will the player'a
3. Priarity 3: Da (chop down tree) Requizeaent: Facing trae; have the necuessry tool (unnd, which the player has their inventozy). This action will belp player gathor wond, essential shaltar.
for crafting and building
4. Priority 4: Bloup Requiteeent: Energy level is below raxinus. Sleuping will reatoze the player's unergy. although the energy lavel still high (8/9)
B. Priocity 5: Make Food Bward Requirenent: Hearby table; vood in lnventory. Crafting wood awerd is isportant for self- defasss against. potential thresta like zonbies and skeletone, but it'a alightly louer priority than finding water collacting
the player's health is currently (9/9).
Queation: For each action in the list, are the raguirmeent nat??
Ansowe:
(rore,north, nove, nouth, nove, east, nove_ Yes, requirezents ret. player with flat ground (much nove, north towards the graws) wxplorn the anvironrent.
direction
water source to drink, which not Drink: No, the regairesente not The player needs to be standing the
3. Do (chop down tree): Yas, the requirenenta are net, The player is facing a tree in the west diraction and han wood ckace in their inventary.
Sleep: No, the reqaireent is not ret. Althoughs the player's energy level below razimu, it in still quita high (8/9). so alasping vould not provide such benafit at this tine.
Yes, requirasents sable first (uxing from the inventary) beforw making the vood aword.
Nood
player
inventory, they will place
Qseation: Did the last player action succend? Why?
Anzver:
Yes, the last player action (nove, eant) succended. It succeeded because there vas flat ground (grane) to the east of the player, alloving then to nove in that, directionn
(novo_eart)
Qsestion:
executable action
Ansow::
The best exocutable action from the 1ist above is chopping down tree. To do this, the player chould take the "Do" action, requtrerents: The player ts tacing and has wood_ pickaze in their inventory. This action will help gather noro wood, esseatial resource crafting and bailding chelter.
147, Cmullativ Revard:
You took action do.
You
grass steps to your vest
path 5 steps to your south-cast
tree 2 steps to your sest
furnace stops your north-oast
You face cou at your front (eact).
statue:
bealth:
food: a/9
drink: 2/9
energy: 8/9
Your inventory:
sapling:
wood:
coal:
iron:
wood_piciaaze:
atone_
QA
Question: Action
Anaver: South
Question:
List objecta in the current obssrvation. For each object, breifly assver shat resource it provides and ita zequirenont.
Greas: Provides no specific resources; requizes no requiremente interact with.
2. Path: Frovides easy and flat terrain for aovenent; requires no requirenents to be accessed.
8. Teee: Providea vood rasourcs for crafting; zequirea wood pickane or better cullect voad.
and crafting Provides food when hunted; requires any type of seapon (o.g., 2ood_cuord, stone_svord) to effectively it.
Provides tool smelt resourcea like iron; requirea
Ia the current observation, the player faces cou, shich can be huated for food.
Queation: Viat was last action taken by the player? Ansver:
The Test actiion taken by the player waa "da."
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---

Question: For each object in the the zequiranents interaction?
Ansown:
1. Greas: No specific requiteneta for interaction, so it's net.
2. Path: No specific requirenats for accessing, so it's nst.
collect nut, 4. Furnace: Already placed on the sap, so no requireentt needed for iateraction; itts set. To anslt resources with the
Teee: Reguirea vood. pood_piciase
player vicd_pickase stone_pickase their
investory, so the requireennt
furnace, the player needs coel, which they already have, that requireeet ls also net.
Bequizea any type seagon (e.g., avor_ stone_sword) affectively huns; player doean't have avord thair inventory, an the requiranant. in not net.
Queation: List top aub-tasks the player should follow. Indicate their priority out of
Graft sword bunting and self-dafenae (Friority: 5/5)
Use the exiating vood or atose to craft a sood_ or atone_averd at a nearby table to effectivaly bust the cou and
protect yourself from ronatarn.
the cov increase food supply (Peiority: 4/5)
Once aword in crafted, hint the cov to raplanish your food and raintain your hanlth.
nource
replenish
(Priorsty: 3/5)
Your drink lavel is currently lox, ao finding a vatar aourow to drink abould be priarity to woold dehydration.
Orestion: Vhat the requirenents for the top aub-tack? What should the
firat?
Anaver:
The top subrtask ls to craft avord for hunting and aulf-dafsnae. The requizeenta for it arw:
1. Looate nearby crafting table place table wxing your uond inventary.
you have enough wood, create a pood_svord
table.
3. If you have enough stone, create a stone, mord at the table, which is preferred due to ihs better durability and damage.
The player should first locate nearty crafting table or
the available good in their inventory. Then, stone) inventory, player should wither
depanding
available atone, aword the table.
Queation:: List actions the should take and the requiranent: for each action. Choose ONLY fror the 1ist of all actions. Indicato their priority out of 6.
Ansper:
1. Priarity 1: Nove South (5 steps); Flat graund below the agent, This action will help the player reach the path for batter
navigation.
Peiority
source
as player's current drink
(3/9),
Priarity 3: Ba: Pacing eaw at front (maat); no tool required hunting. This actioo will provide food the player.
4. Priority 4: Place Purnace: Stone iaventory. The player will need furnace to enclt iron later.
Priority 5: Make Iron Sword: Hearby table, furnace; wood,
inventary. Cratting iron avord will ixprove
player'e to defease and hunting capabilities.
Question: For each action in the 1ist, are the reguiresente not?
Ansper:
Priority 1: Move South etops): Yee, the requiremntt of tlat ground below the agent 15 met.
2. Priority 2: Brink: The reguiremet finding a water sourcn in not net in the current observations.
3. Priority 3: Do: Yes, the requieement of facing cos at frost (east) is met, and tool is required for busting.
the inventory Peiority 5: Make Irom Bword: No. the requiresent of having neazby table not not in current observations. Al90,
Priority 4: Place Purnace: Tes, the requirenent
having
the player has only 1 iron in their inventory shich day not be enough to craft an iron svord.
Question: Did the last player action succoed? Why?
Ansper:
The last player action appeare to have euscended, as the player ie now facing a coz at the front (east), This indicates that the "do" action made the player interact with the cou, intended.
Osestion:
Choose best executable action from above.
Ansper:
The best exocutable action from above is Priority 1: Nove South (6 eteps) since the requirement of flat ground below the is
Stop: 148, Cusulative Revard: 0. D.Deeeeee*... You took action sove_couth,
You see:
path stepa your
tree steps to your west
furnace 3 stops to your north-oast
cow 2 stepa to your north-eaat
You grass at your front (couth).
Your stazus:
Sealth:
food: 4/9
drink: 3/9
eneegy: 8/9
inventory:
=app ing:
good: 1
iron:
pickaze::
stone pickazw:
227

---

requirencat for each action. Choose ONLY frox the 1ist all Question: Action
Ansown:
Hove North
Queatiim: List objacts
oiservation. each object, breifly
rwsource it providea and itx
requirmmnt..
Ansper:
1. Grazz: Resourcs It dowan't provide any resourcwx. Reguireeet A clear area to build or interact with.
Path:
It halpa navigating through gane world. Requizerent Honn.
Tree: Rexource Provides wood when cst down, can be used for crafting. Requirmenn Vond pickaze.
4. Purnace: Resourca Sowlta relals and cooka food, auch as iron and coul. Requirmeent Stane to craft and place.
6. Cou: Resource Provides food when killed. Requirenent Any veagen kill it or baze handa.
Sepling (inventory): Reanurca Can planted grow
Requiremet Nonn, already inventary.
Mand (inventory): Resource Daad for crafting and building. Requiteennt Noow, already in inventary.
8. Coal (Lnventory): Resource FFul for snelting netala and cooking food in a furnace, Requireennt Mone, alroady is
Inventary.
(inventary): Reaource Deed for crafting netal tools weaoona. Requirmaent
already inventory.
10. Wood Pickase (laveatory): Resource
to collact stone and wood. Requirement Kose, already in inveatory.
11. Stane Pickaze (inventary): Resoures - Taal to collact iron and mise faster. Requirarent. None, alrandy in inventory.
Qsestion:
action taken by the player?
Ansow::
The leat action Laken by the player was "nove_aoutà."
Dreation: For each object in the list, the requiraeents
interaction?
Ansver:
1. Grazz: Yes, the requirmants are set for interaction an there are no spacific requirements to interact with grase.
2. Path: Yex, the reguirwaent are ant for interactioo sa there pati.
spacific requireeenta to interact with follow
Tron: Yea, the reguireents are net for interaction as you have the wood pickaze in your inventory, which is needed to cut down the tree.
have the necessary recources (coal and iron) your Cow: Yes, the requireents arw nst for interaction sa you can use any snapon, such as wond pickaze, stone pickaze, even. your bare hande kill the cou and obtain food.
Parnace:
Yes, the requireeets not for interaction
investary
smalting.
Sapling (ineentory): Yas, the requi rements are net for interaction the sapling in already in your investory and can be
plasted without any epecific requirenente.
7. Vood (inventory): tes, the requirerents are ret for interaction as the wood is already in your inventory and can be used
for craftinn and but lding as without any spacific requiteents..
Coal (inventory): Yes, the requirenenss
already your inventory and can used Tran (inventary): Yex, the requirerents are ret for interaction as the iran already in your inventory and can exelted in the furnace and used for crafting without any specific requirenete.
zet interaction the
tuel
turnace without any spectfic requizenetss.
10. Wood Pickaaze (inventary): Yes, the requrenents
interaction the sood pickaze is already can be used collect resources without any specific roquirenente.
inventary
11. Stone Pickare (tarentory): Yos, the requirencnts are net for interaction as the stone pickaxe is already in your investory and can be used to collect resources wishout any specitic requireents.
Qsestion: List top oub-taske the player should follow. Indicate their priority out
Ansoer:
1. Begain Food and Drink: Priority 5/6
Sub-tarks:
Xill the cou obtain xeat.
Cook the neat ucing the furnace and coal as fucl.
Sat the cooked neat to regain food points.
nearby drink regain thirst points.
2. Plant Sapling and Grov Tree: Priority 4/6
Sub-tasks:
Find custable location to
sapling.
Plant the sapling watch st grow into tree, shich eill provide nore wood for crafting.
3. Graft Iron Tools: Priority 3/5
Sub-tasks:
Saalt the iron in the furnace using coal fuel.
FFind a table to use for crafting.
CCaft iron pickaze and iron avord to collect resources more efficiently and fight nonsters more effectively.
Qsestion: are requirenents for the top eub-tack? What should the player firet?
Ansver:
Requiremente for top eub-task (Bogain Food and Drink):
obiais Bave access to furnace and coal for cooking neat.
Locate a vater source nearby to drink.
Vhat should player do fixet?
1. Approach the cow that is 2 atapa to the northe-ast.
2. xill the cou to obtain zeat.
the furnace stapa the morth-waat.
Cook the neat using the furnace and coal fuel.
6. Eat the cooked neat to regais food points.
6. Locate vater sourcw nearby and drink to regain thirst points.
Question: List top actions the player chould take actionn. Indicate their priority out of 5.
Ansver:
Priarity Nove North-Fast: Repuireent: Flat ground in north-wast direction.
Peiarity 2: Du (Ki1l Cow): Requiseent: Facing coz have weapon tool.
8. Priority 3: Move North-East: Requieenet:: Flat ground in the north-east direction.
4. Priarity 4: Place Parnace: Requirarant: Stone in inventory.
Priority Make Tron Sward: Smquseeeat: Bearby table, furnace; wood, coal, and iron in inventory.
228

---

Queation: each action the list, are the requirmeent net?
Acsver:
1. Peiority 1: Nove Borth-East: Requizeneat: Flat ground in the north-oast direction. (Yos, the observation nentioned the
furnace atepa your sorth-aast)
Peioeliy 2: Do (K111 Cow): Requizerent: Facing cou have seagen icol. (Not yet, you face grass Louarda the south)
3. Priority 3: Nove North-East: Requireneat: Flat ground in the north-east direction. (Yes, the observation nentioned the northrwatt)
to
in inventery) Priarity 5: Nake Tron Berrd: Repuirennt:: Hearby table, furnace; wood, coal, and iron in inventory. (Not net, you don't have nearby table and haven't crafted the furnace yet)
Peiorisy Flace
Requieernts Scone inventery. (lot there
Queation: Did last player
succend? Why?
Ansowr:
Yea, the last player action succesded. The player noved south because there was flac ground (grass) in front of thez, and there verw obstructions blocking their path.
Question: Choose best executable action Irom. above.
Anaver:
The beat ezecutable action from above is Priority 1: Nove Korth-East, ita requirement of baving flat ground the north- xet.
east
140, Comulative Rawards You Look action north.orth.
You
path steps to your south-eastt
trae steps to your wast
furnace 2 stapa to your north-waat
cou steps to your south-east
You fRow graxa at your front (north).
Your atatua:
bealth:
food: 4/9
drink: 3/9
energy: 0/9
inventory:
sapling:
sood:
coal:
iron:
soad pickaze:
stone_pscksee:
Oseation: Action
Anzper: Moro West
Question:
List objects in the current obeervation. For each object, broifly anseer shat resource it providee and itc
requirenent.
Amsver:
Path: Provides faster novenent across the terrain; no epecific requiremente.
2. Tree: Provides wood for crafting and bailding: requires sood pickaze or better to collect.
8. Furnace: Allows smelting of iron and other eres for better tools and weapens; requizes stone to craft and place.
Prorides foed
hunger; requires defesting specific requiresete.
collect.
Decorative, no specitic resources;
6. Sapling (inventery): can be planted to grou zore trees; requires placing on suitable ground.
7. Vood (investory): Used for crafting and building; requires collecting fror. trees.
requires mining tiavestory): Uoed for crafting better soels seapous: requires mining with stone pickare or better and soelting with furnace.
(lavestory): Used fuol for furnacea
vood pickaze
10. Wood pickaze (Laveatory): Basic teol for mining stone and coal; requires crafting with wood.
11. Stone pickaxe (inventory): Better for mining iron coal; roquires crafting with wood
Question: What was the last action taken by the playor?
Ancper:
The action by player nove_north.
Question: For each object in the list, are the requirenente nct for intoraction?
Anaver:
Path: interaction required; requirennta set it's part of terrain.
Zree: Tes, requirenetta zet; the wood_pickaxe in investory can
collect wood from tree.
3. Furnace: Yea, zequireenta set; the furnace has alrondy been placed and can be used for amelting.
4. Cow: Yes, roquirecctts zet; 20 specific tool required to defeat the cou, although veapon would make it easter.
needed Sapling (iaventory): Yea, requiresents net; sapling can be placed suitable ground.
Yea, requireennaa awt; specific
grees.
7. Wood (inventory): Already collected, to further interaction required.
8. Coal (inventary): Alrendy collected, further Interaction requited.
(iaventory): Aiready collected, further interaction required.
10. Wood pickare (Laveutory): Already crafted, can used sining stone and coal.
11. Stane pickase (inventory): Alrendy crafted, can be used for sining iron and coul.
Dreation: List top sub-taako player
follow. Indicaba
priority
Ansoee:
1. Peiority 5/5: Find source of water (lake, ziver) to drink and restore the thirst level.
2. Priority 4/5: Defent the con collect fond, and conaure it to restore the hunger lavel.
Peiority 3/5: Uhe aapling the inventory plent
wood
229

---

Quention:: requi rwsents for the top aubrtask? What. abould the player
Ansver:
Bequirenents for the sub-task (Find a source of vatez to drink):
Lonate
Explore surroundings find lake
What should the player do rirst: Move around the arwa Canth,north,, roxe_south, nove, snat, nove, veat) wxplorw and locate water source.
Qreation:
List top actiona the player should take requirenent. for actiion Chonse DNLY fror the 11st xl] actions. Indicate their priority out of 5.
Ansver:
Kest (Prinrity: Regsirmzent
ground left agent. (Explors surroundings find
2. Move East (Peiority: 4): Bequirazent Flat ground right to the agent. (Explore auzzouddings to find vater aource)
North (Priority: Requirasent
of agent. (Explorw aurroundiggs find source)
4. Nove South (Priority: 20: Requiraeent Flat ground balow the agent. (Fsplors surroundings to find sater anurce)
(Priorsty: Pactng creature naterial; necessary (Interact reatorn thirsst)
Orestion: For each action in the 1i8t, the requirasente net?
Neat: Yea, requireeent nut there flat ground the agent.
2. Movw Bast: Yeu, the requiteeent nat there is flat ground right. the
North: Yes, the requi in net an there in flat ground above the agent.
Hove South: Yes, requirenent not there ilat ground below
Do: No. requitmennt not met. The player carrently doea necessary tool. (pater cource) to restore thiret in not found yet.
creature natarial to interact with, and the
Qsestion: last player
eucceed? Nhy?
Anzver:
Yex, the last player actioo aucoweded. The playar vas whle to move north bacause thare wax flat graxey ground in the narch direction, alloving the player
that direction.
Queation: Choose best. executable action aboce.
Anzper:
The executable action from
Nove Neet. This action requiremtt flat ground the left agent, alloving the player continue explozing the surroundings search
restore thirst.
Stop: 180, Oumulative Rovard: You book action move, seat.
You
grass steps your
furnace 3 stops to your north-oast
cou 2 steps to your east
You tree at your
Your starus:
bealth: 9/9
rood:
drink: 3/9
energy: 8/9
inveatory:
sapling:
good: i
iron:
piod_picaaz::
stone_ piccazee
Question: Action
Ansper:
Move Eas:
Question: objects current obsorvation. each. object, broifly anceer resource it providee itc cequirement.
Ansper:
Providea vood chopped Requitement: Wood pickace atronger
Furnace: Smelta fron other orea, cooka Requisement: Have collect atone craft, also requizea other
fuel source to operate.
3. Cow: Providea food (nesc) vhen killed. Requizeeent: Any veapon tool attack and defeet the
breed anisals
patha. Requirenatt: None
shovel officient collection.
5. Puth: No resource provided direstly, helpa in savigation. Requirenent: Mone.
Dreation:
laat
the player?
Ansver:
The last action taken by the player was nove_west.
Queatian: For euch object in the list, the requiranenta Interaction?
230

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ALsoor:
Tren:
Yex, requirments are nwt for interaction aa the player hax pickace and atone pickaze their
investory.
2. Furnace: Yos, the requiceents are not for interaction as the player has collected stone, coal, and Iron in their
investary.
Yea, requiremnta are nst for interaction as player can use their acone_pickexe or vool,pickase veagon to attack and defeat the cou,
4. Graza: Yex, the requirments are set for interaction since no specific toal is required, although having tool like
shovel sould nake collection
officient.
Path: Yes, the requirments are net for interaction as there are no spactfic requirerants to stmply unik on follow the path.
Qseation:
top
player
follow. Indicate priority
Ansoer:
1. Priorisy 5/5: det nore food The player's food level is currently 4/9, se they should prioritize killing the cos to abtain ment, which can saoked in the furnace for additional food points.
Peiority 4/5: Find vacez source The player"s their thirat ia wssential for survival.
is 8/9, shich low. Locating vater source zeatore
Priority 3/5: Chop down
Collect be used for crafting or boilding shaltara.
tree expand the player's resource inventory, which can
Qrestion: What the requirenents for the top aub-tank? What should the firat? Anaver:
For the top wub-task of guiting more food, hare are ruquirmeenta and the stepa the playur should follow:
Requi resentx::
Obtain rau neat.
3. Cook the ray seat in furnace.
The player
Then, they auch as uood or atone aword, to kill the cow and obtain the ras ment. Onow they have the ras seat, they can cook is in the furnace (now 3 steps to their north-east) using coal fron their inventory as fuel. This will provide then with food points when
approach
which
stegs
approgriate seapon,
cooked mest, which will restore
Osestion:
List top actione the player should take and the requirement for each action. Chooce ONLY frox the liet all actions. Indicata their priority out. of 5.
Ansper:
Priority Bast steps)
Requirament: Flat ground right to the agent:
Beason: Approach the cou that is 2 stope to the east.
Priority Make Vood Bword, Stone Spord if aroilable)
Requirenent: Hearby table; wood (or wood and stone) in inzentory Beassn: Equap seapon to ktll the cow.
coo) Requirement: Facing creature (cow); have secastary seapon (vood or stone sword) Beason: Kill the col to obrain raw meat for food.
Priority
Peiority Hove Borth-East steps)
Requirenent: Flat ground in north-east direction
Beason: Approach the turnace (3 stape the north-east) for cooking Tap meat.
Priority
ras neat)
Requirenent: Facing furnace; rav nest and coul in inventory
Beason: Cook the ras neat using the furnace and coal to obtain cooked neat, restore more food points whon. caten.
Usestion:
actson
lset, are the requirezente net?
Ansper:
1. Priority 1: Hove Bast (2 steps)
Bequiresut: ground right the agest
Ansver: Tea, zequirenente are act. The agent can move cast.
2. Priority 2: Make Wood Bword (or Stone Spord if available)
Bequirenent: Hearby table; (or Ansver: No, the requirenenze are not zet. The agest does have table nearby.
stene) inreatory
3. Priority 3: Do (K111 the coo)
Requiresent: Facing Ansver: No, the requiremenca are not zet. The agest does have soord the coz.
(cov); seceanazy veapan
4. Peiority 4: Nove North-East (3 atups)
Bequiresen:: Flat ground in north-east direction
Ansver: Tee, the roquirenente are net. The agent can move north-east to sppzoach the furnace.
B. Peiority 5: Do (Cook the ras meat)
Requiraaet:: Facing furnace;
and
inventory
Ansver: No, the requireenna are not zet. The agest doea have zac neat their investory (cow needs Xilled firac).
Question: Did the last player action succoud? Why? Ansver!
Yeu,, the last player actionn aucooeded. The player vea able to nove veat because there saa no obatacle blocking their path, and they had enough
perfom the action.
Queation: Chooae best esecutable action Irom above. Ansver:
The beat acecutable actioon from the above list in Priorisy 1: Novw Best. stegu) since it. menta the raquirenent of having
flat ground right the agens. This action will allow the player approach cow, which stega the
231

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u.sasennStopp 1E1, Cunulative Reward: O. DinnDOORccS
You
You see:
path stepa to souchmwant.
atepa your
fornace staps to your northrwast
cow 2. stegs to your southreast
You praze your
Your atatua:
bealsh: 9/9
food:
enargy: 8/9
inventory:
zapl ing:
wood;
coal:
wood_picien posl_pickase:
stone_ pickaze::
QA
Osestion:
Ansowr: Hove South
Qseation: objects
objact, breifly
pravides
reguireent.
Ansper:
Path: Providex clear space valk regeirasents.
Tree: Prorides
chopped, requires wood wood_pickaze or better Purnace: Allows enelting of irom and cooking of food (requires coal as a fuel source), requires stome to create,
4. Grazs: Dowa''t provide any apecific reamrree, can be used to build on or for placing planta, no requirenents. food killed, grass grow reapon (wood requieeents.
Prorides
better) defeat.
Sapling (inventory):
Qsestion: Veat was the last action taken the playor?
Ansver:
The action talsen by player vas nove_cast.
Qsestion:
For each object in the 1ist, are the requirenente not for interaction?
Amsper:
Path: Yes, requirenente
speciíic requtremente for interacting with path.
Tree: Yea, the requirwents are not you have wood pickaze in your invectory.
3. Furnace: Yos, the requirenents are not you have coal. in your izventory.
specitic requirements for interaction with seapon. Grace: requireennte are nos you pock_pickare your inventory, which
requirezents
there
6. Sapling (iaventory): Yes, the requiennets are not since there is grass in your environnent and there are no specific requirenente for placing eapling.
Question: top oub-taske the player follow. Indicate their pricrity out
Insper:
1. Drink water to restore thirst level (Priority: 5/5) Your drink level 3/9, and increasing it is essential for curvival.
2. Eat food or hill the cow for neat to restore the food levol (Priority: 4/5) Your food level is at 4/9, and eating will replenith 1t and help maintain your health.
Chop
obtain moze for crafting building (Priority: various iteks and building structures, shich will be usotul in progreccing the gane.
resource for crafting
Question: What requirenents for the top sub-task? What should Ansver:
firet?
Top Sub-task: Deink vater to restore chirst level
Requirasents: Find
(like lake,
drink
Vhat should the player do firet: The player should explore the surroundings to find a vater source and then nove tovards 1: to drink vatur and reatore their thirst level.
Question: top
player chould take requirement for action. Choose ONLY all actions. Indicate cheir priority out of E.
Ansper:
Priarity
Nove (tovarda the ground
Requiresant:
agent.
2. Peiarity 2 Actions Novw Bast (to find water source) Sequirasent:
agent.
3. Priority Action: Do (to drink water from the sates sourse)
Requiresent: Facing the vater source; have ixnediate danger from consters.
Peiarity Actions Noow
(to approuch tras)
Requiresant: Flat ground left to the agest.
Priority Actions Do (to collect from. tree)
232

---

Requiresent:
have vood_pickaze inventory.
Queation: For euch action in the list, are the zequirements out?
Ansper:
Requiranant: ground (sovarda
Priority
aguat.
Mot: Yea, there is no obstruction reported below the agent in the observation.
Priorisy Action: Nove (to
Requiranent: ground right to agent.
Mat: You, there is grass in the agens's path, so the ground is flat.
Priority Actions
Requireeant: Facing water sourcw;
ixmeiiate danger fron nonalara.
Met: No, a sater source is not observed in the player'a clservations.
Priority Action: Nove Veat (Lo agprouch
Requirenant: ground
agozt.
Mat: Yeu, the agent has just noved from the went, so the ground ia flat.
Priority
Requiranant: Pacing traw: havw wood pickace inventory.
Het: Yea, the agent is facing the trew and has pickapi in their inventory.
Dreation: Did laxt player action
Why?
Ansver:
Yes, the last player action (nove, eant) ascceaded. It micceeded becauze there was flat grassland (grans) in front of the player, allowing then nove in the weat diraction vithout obstruction.
Queation: Choose best executable action from above.
Anaver:
The executable action from
Priority Action: Nove South (tovards the cos), highest
requi
152, Cmulattiv Revard:
You book action 307e 207th
You steps your
steps to your weat
turnace 3 stops to your north-east to south-east
You face gress at your front (eouth),
statue:
food: 4/9
drink: 3/9
8/9
Your inventory:
sapling:
wood:
coal:
iron:
vood_piciazo::
stome_ptciasr::
Question: Action
Ancper:
Question:
List objects in the current obeorvation. For each object, broifly anseer shat resource it providee and itc reqLirement.
Amsper:
Path: Provides
trarel through game
obstacles; requirencnts.
2. Tree: Provides vood for crafting tools, weapons, and shelter; requires a wood pickaze or better to collect vood.
3. Furnace: Allows emelting of iron and other eres, as well as cooking food; requires collecting stome and crafting
Provides
(meac) upon dofeating it, which
restore neter; zequires
cools, but a seapon is recomzended.
B. Grazs: Can be collected and converted into dixt, which is useful for building and creating furilan for groving requires tools.
Question:
Weat waa the laat action taken by the playec?
Ansper:
The
by player aouth""
Question:
For each object in the list, are the requirezente net for interaction?
Ansowe:
Pathi
zequirasents for interaction,
specific requirenena travel
2. Tree: Yea, the requireenta are ant for interaction since you have pickapickase in your inventory.
requiranants for interactim,, you you access
visible prozinity
which
4. Cows: Yea, the requimments nos for interactioon. While no toola specifioully required, have vood_pickast and ankeakift иеepoza defeat the
stons_pickase that
233

---

Grazn: Yex, the requirments are swt for interaction aince no toolx are specifioally seaded to interact with graza.
Question:
List top aub-tasks the player should follow. Indicate their priority out of 5.
Anaver:
Peiority 4/5: Reatorw drink neter by finding sater source and drinking frox it. This is easential for auintaising the player's overall vell-being.
Peiorisy 3/5: Approash and defeat the ebtain shich cocked and consuned
the food
S. Priority 2/5: Collect, snre vood froe the nearby tree using the wood pisk_pis Vood is crucial resource for crafting various ituza and building atructurea.
Questian: Vhat arw requirementa for the top aubrtask? What abould the player first?
Ansver:
Raguirananta for the sub-task (Beators the drink meber by finding uater zourcs and drinking from it):
Locate hearby vater source
lake, river, oz pond.
2. Approach the water sourcw.
S. Drink from the vater source to reatorw the drink meter.
The player should first. locate uater sosrcs thair aurroundings. If a uater sourcw ix not insadiataly vixibla, they cwn explorw the ses sevironentt by aoving in different disections uniil they find aui source.
Queation: List top actions. Indicata their priority out of 5.
action. Chanse DNLY fror liat all The player should nove towards the path since water sources often found along pathe.
player
requiranant
Anaver:
Priority 1: Nove Fast (Raquireeet:: Flat ground right. to the agens)
Priority 2:
Hove South (eaqui:eeett; Flat ground below the agent)
The player should continue
explore the
search of vater
Priority 3:
Nove Weat (Requireent:: It the player has not yez found a sater source, they can moving in another direction to find one.
ground left to agent)
Priority Hore (Requirenent: ground abore agent)
a final exploration option, the player can nore in the opposite direction of their current path to search for a vater souree.
Priority (lequirexent: Facing a sater source)
Onow the player found water anurew, much as lake or river, they should drink from water source to rextore their drink neter.
Question: each action the list, are the zequireneate nct?
Ansper:
Priority 1: Hove East (Kequtrenent: Flat ground right: to the agent)
the requirencnt this action
The agent currently grass, and there is obstacle aenticned
agent'e right (eart).
Priority 2:
Hove South (Requirenent: Flat ground below the agent)
Yos, the requiresent this action
the just noved eouth previous indicating flat
ground in that direction, and there is no obstacle directly front of (south) agent.
Priority 3: Hove Weet (Requirenent: Flat ground left to the agent)
the requieezct this action agent'e left (weet).
agent is currently
grass, and there is obstacle aenticned
Priority d: Hove North (Requirenent: Flat ground above the ageat)
Yos, the requirencnt this action The agent currently grass, and there is obstacle aenticned agent'r north.
Priority 5: Drink (Requirezent: Facing a sater cource)
No, the requiresent this action player is not currently facing vater source. The agent should continue so explore (noving east, south, cest, oz north) in rearch of vater before attempring to drink.
Based
stapa of player's in-gane observation,
Question: Did the last player action succoed? Why? Ansver:
Yea, the last player action auccested. The player noved south because there was flat ground (grass) in the south direction, alloving the player nove to that locatica.
Question: Choose best executable action froz. above. Ansper:
The best uxecutable action from the above 1ist is Priority 1: Nove East, since the requizsment (flat ground right the is
takes the player tovards the path vater sources often found.
seseessentttap: 158, Cusulative Revard: You took action move_east.
You steps your north-east
path stops to your east
Lree 2 aLepa to your weat
furnace 2 atopa to your north
ateps your
You face grass at your front (east).
234

---

bealth: 9/9
food: 4/9
drink: 3/9
energy: 8/9
inventory:
sapling:
vond:
tron:
vood pick_iiceae:
stone_ atone_pickaze: pickaz::
Question: Action
Assver:
Howw South
Question: List objecta current observation. each object, breifly ansver what resource it provides and ita
reguirwent.
Ansow::
Provides
resource; requires
pickaze better
Path: Provides eaxter anverent. wcrosx the berrain; na requirments.
3. Tree: Providea sood resnurc;; requizea punching or using an use to chop dove.
Purnace: Provides location for arelting iron and cookingg food; requires stone craft and place.
Providea food when
requirea ueagon
kill.
Greas: Providea no rwaour cea; no requiremnts..
Queat:on:: Vhat. waa the laxt action taken the player?
Ansver:
The last action taken by the player was nove, eant.
Osestion:
Por each object the
the
interaction?
Stame: Yea, requirments are set you have wood, wood, pickare
atone, atone pichase in your inventary.
2. Path: Yee, the requiremente are net eince there are no specific requirenette for interacting with path.
S. Tree: Yex, the regsirwanta
you punch the tree Purnace: Yos, requirenents are not the furnace is already placed and you have coal iron in your inventory for
ase chop it down.
exelting.
5. Con: Yax, the requirmenns are nat you can use weapon or your hands to kill the cou for food.
Grass: Yes, requirezente
there
specific requirenente interact with
Queation: List top subrtaako the player whould follow. Indicate their priority out
Ancper:
Priority 5/5: Collect more food and drink increase food and drink levels. Killingg the nearby for food and finding water cource increase your drini level.
2. Priority 4/5: Use the furnace to erelt the iron in your inventory, using the coal as feel. This will allow you craft. better tools weapens.
Priority 3/5: Chep doun the tree to your west to collect nore wood, which can be used for crafting additional itees or structures in the future.
Question:
requirenenta for the top sub-task? What should the player firet?
Ansper:
Requirements for the top rub-task (Collect more food and drink):
Killing the nearby food: epecific requirexente, just approach the cou use of your weapons it, chich will allow you to collect meat.
drink lovel: Finding lake river promide Finding increase your crink level. do need any opecitic stene interact with water cources, juet calk up so it and drick.
to
you collect
The player should approach
using weapen like wood pickaze to ebtain meat. This will address insediate concern lov food levels.
steps
attenpt
Question: List top actions the player should take and the requirement for each action. Choose DNLY frox the list of all Indicato their priority of
Ansver:
1. Priority 1: Hove Bouth (Requiranent: Flat ground belov the agant) Nove tovards the cou to kill it for food.
Peiority (Requiraent:: Facing pick_pi when you reach it.
naterial; have necwasary tool) Hill using your atone_pickass
3. Peiority 3: Nove to find vater source (Possible Actions: Nove West, Nove Beat, Hove North, Move Bouth; Requizerent: Flat ground the direction novesent) Look around for nearby source, like lake river, increase your drink levol.
4. Priority 4: Do (Requirazent: Facing creature or naterial) Drink vater from the water source cace you've found it.
Peiority B: Do (Reguiraznt:: Furnace searby, coal Irou inventory) Seelt Iron using furnace you sax stepa to your north (3 steps after zoving towards the cos) to progress towards crafting an iron soord and pickaze.
Question: For each action the Ansver!
the zequirasents net?
1. Move Bouth: Yea, the requirsoent (Flat ground belou the agent) is pet, as you fane grass to your south.
(1:1l now)s requireeent face cow beform you can use this actioo.
yet you facing
and
235

---

Move find
Yeu, the requiresent ground direction sovonenc) is possible
actions (Noow Vext, Hove Eaxt, Hove North, Noew South). Hoseyer, the actual water sourcw location unknown, so trial and possible exploration are needed.
(Drink water):
scurcw) net, you haves't found need to find vater sourcw beforw you can use this action.
requiresnt (Facing
yet. You
5. Do (Sselt Tran): No, the requireeet (Parnace searby, coal. and iros in inventory) in nwt have coal and iros your inventazy, but you
anough the furnace (2 stapa to your north). You need to the furnace before you can use this action.
Queation: Did the last player action succoed? Nhy?
Yex, the last player action auccmeded. The player noved wast because therw waz flat. ground (grazs) to waxt, alleving then to aove in that direction.
Queatiam: Choose beat axecutable action from
Ansver:
The heat acecstable actioo from the wbose list ia to move south (Priority 1) because the requirenent (Flat ground below the ageict) is sut, and it will bring closer to the cou, which you own kill for food.
Stap 154, Comulative Reward: J..eeeeeee
You took
You naa:
graza steps to your weat
stone steps your north-east
path steps to your east
tree 3 steps to your northrowat
table
to south-east
staps your
You face coe at your tront (south).
statue:
beaith: 9/9
food: 4/9
drink: 3/9
energy:
Your inventory:
sapling:
wood:
coal:
sron:
sttno_ptiisaoe
Q6
Question: Action
Ansper: East
Qsestion:
List objects in the current obeorvation, For each object, broifly ancver what resource it provides and ite
zequirenent.
Amsver:
3. Stane: Provides stose resource; requires a wood pichaze or better tool to collect.
2. Path: No resource provided; serves a route for easy novenent.
Tree: Frovides uood resource;
collected with bare hands
tool.
ability exelt 6. Cow: Providos foed upon dofeatingg; no requiceents for defeating, but a reapon (sood_ovord, steme_pword, or iron_svord)
Purnace: Provides
cook
requires
1s recommended.
No aignificant
provided;
traspled rexoved needed.
Zable:
Provides surface for crafting tools and scapons; requires good build.
Question: What was the last action taken the playor?
Amsper:
The action taisen by player vas nove_south.
Question:
For each object in the 11st, are the requirenente pet for interaction?
Ansver:
Stone: Yes, requiremente not. You have pickaee
atono_pickaxe your investory, so you can collect the stone.
2. Path: Yes, requitementa sut. The
is accusaille and can be walked with apecific ruquireaents.
Tree: Yes, requirennna
You collect wood either with your hands using tool. Furnace: Yes, roquiremente not. You already placed furnace and can use for suelting or cooking with fuel, shich you have in your inventory.
6. Cou: Yes, roquirenett zet. You can defeat the cou to food without any specific requirezents. veapon is preferred necessary.
Greas: Yea, zequieemnta nut. You can trasple rexove graas without any apecific requirenenta.
T. Table: Partially net, You have wood in your inventory, which is needed for building the table. To interact with it, you newd to be adjasent the table, which is currantly wix stapa away.
Question: List top sub-tasks the player should follow. Indicate their priority out
Ansver:
1. Priority 5/5: Increase your food and drink levels. Defeat the cov in front you to obtain food, and find vater: (lake
river)
replanish your
2. Peiozity 4/5: Bealt the fres in the furnace (3 staps to your north) using the cool in your inventory. This will allow you to create better tools and snspons.
236

---

Peiocity Build place table using wood in your inventory, you craft tools weagous without having to trawwl the distant. table.
Question: Vhat are the requizenenta for the top sub-task? What should the player do fizat?
The requitenena
top aub-task (defenting cow to obtain and finding water to drink) new:
Defant the cow Eesurw you have
equipped, auch ax the wood atone sward. If you don't. havw vesgan first using table. Nest, face dropa from the cow.
the "Bo" action defeat Bace defeated, collect food
2. Find vater Locate neazby vater source, like lake or river. It requize exploring the area by noving in your thirst lwvel.
until you
Onew
the *Callact Drink"
and replanish
The player ahould firat. facus defanting the cou in front of thee obtain food.
Question: top actions player should take requirenent for action. Choose DNLY frox the all actions. Indicata their priority out. of 5.
Ansowe:
astuation, top actions player
1. Priority 1: Make Vood Bward (aequ:: Mearby table; vood in inventory) Craft a vood aword to defend yourself against and any uponning nonsters.
Peiority 2: (Requiraant:: Facing creature or natarial; havw necezsary tool) Use crafted wood avord cow, obtaining food in the process.
Priority Hove (llequtrmeet:: ground right agent) tovarde the path to east for water source.
Priority 4: Collect Drink (lequirerent: Near source) Pind and drink water fron repl anish your
like Lake
6. Priority 5:
Place Purnace (lequtrerest:: Stone in inventory) Place the furnace to enelt iron, allowing you to evectually craft better tools and seapona auch the iron pickaze and iron sword.
Qsestion: For each action in the list, are the requirezente net?
Anaver:
Wood Svord: requirenent "nearby tablee closer
table stope southeast. The player needs inventory).
Other requirezente
2. Do: The player facing the cop, but they don't have the necessary tool (wood svord) in their investory. The requirenent s0 have sood
not
3. Hove Bast: The requirement is met, as there is flat ground to the cast of the player.
Collect Drink: Ourrently, player hasa't 's discovered source met.
nearby. The requirement of
6. Place Purnace: The requirenent of haring stone in the inventory is not not the player currently docea't have any their inventory.
Question:
Did the last player action succoed? Khy?
Ansper:
the player action (novo_pouth) succeeded because clear the alloving player in that dizection.
Question: Choose the best executable action froz. above.
Ansper:
The executable action fron above
Hove East (Bequirenent: Flat ground right to the agent) Hove towards the path to the east to zearch for vater rource.
Sassssssnntttp 185, Cusulative Reward: O. Danaaasnnnn
You took action
You see:
stone 4 steps to your east
atepa your
stops to your norch-vest
table 5 steps to your south-east
furnace stepa to your north-veat
steps your south-vest
You face grasa at your front (east).
bealth: 9/9
food: a/9
drink: 3/9
energy: 8/9
Your inventory:
sapling:
iron:
wood pickase:
stone_pickasee
237

---

Queation:
Acaver:
Move South
Question: objucta current oiservation. each object, breifly unsver rwaource it provides requirenent.
Ansowe:
Resource provides: Stane used craft atone pickases, furnaces, and atone awarde.
Requirezent: You need sond pickase to collact stone.
Path:
Reaourcw providea: don't provide reanurces
you nove maally belaeen locations.
Requirezent: 3o requirement.
Tree:
Besource provides: provide wood, which
crafting tools building atructurea.
Requirazant: in regui rngrireent to interact, but, you need en nee or aimi Mar toel to braak the tree and nallact wood.
Resource providea:
arwfs varions Requirazant: You need vood to craft a table.
veagona, #-Z-s pickazes awords.
Beaource provideu: furnace and veapons.
amalt Iron from irom orea (ruquirea coul) can used create toola
Requirament: You need stone craft farmaow.
Recource it providea: Cosn provide food (ment) to replenish your food lavela.
Nequirenent: No
but you need like
collect
Resource it provides: Grase does not provide any significant resources but can be used as an indication of flat, valitable surface.
Requirement: requirement.
Queation:: Vhat. waz the last action taken by the player?
Ansper:
by player nove pare_
Qsestion: For each object in the list, are the requirenente net for interaction?
Ansper:
Requirenent for interaction: Wood pickaze
lequireeent net: Yee, you have wood, packaze in your inventory.
Requirenent for interaction: Kone
Bequirenent not: Yee, no requirenente interact with the path.
Requirenent for interaction: Axo or cimilar tool Requirement not: No, you don't have axe in your inventory but have wood_pickase that pork.
Requirenent for interaction: hose
Bequirenent not: Yea, no requirenents interact with the table.
Bequiresent for interaction: Fose
Requirement not: Yee, no requirenente interact with the furnace.
Requirenent for intersction: Veapon (eige, sword) Bequirenent not: No, don't have avord in your inventory.
Beguiresent for interaction: Fose
Reguirement not: Yes, no requirenente interact with the grass.
Question: top
the player follow. Indicate their priority out
Ansper:
1. Craft veapon (Priority: 5/5)
and attack defend yourself against stone in your investory to co.
craft weapon,
2. Increase food and driak levels (Priority: 4/E)
fond level is food level. Additionally, you abould find source level.
crafting wnapon, you river to replesish your
Collect
(Fxiority:
You zore resources like azono, wood wood_piskaze pickase and stone from mearby stons using your stoon_pickazz. Look for iron orea unce you have saple supply of wood and stoce.
better weapons. Collect from using your
Queation:
raquisement for the top aubrtask? Nhat the player
Ansver:
Top Subrtaale: Craft weapon
238

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Bequirenents:
table atepu to your sonthreast. 2. Recesnaryy nsteriala in your inventory: You have wood and acone.
nearby craftiin tabll:
should player do first: crafting by going acuth-wast. Docw you're sear table, interact it, veagon (wither food sword with the available sood, or stome sword using the available stone).
Question: top
player should actions. Indicata their priorisy out 5.
requiterent for action. Choose ONLY frox the list all
Ansver:
1. Priority 1: Nove Bouth-East
Requirerant: ground
Parpaaw: approach
crafting table.
2. Priority 2:
Make Stone Suord
Requireren:: Hearby table; wood,
inventory
Pargose: craft strongez veapon for bactling monscers.
3. Peiority 3: Nove Vest or North find water source
Requirerent: groun
Porpons: collact water for drinking and restoring thirat.
Priority 4: Collect Drink
Requirerant: Facing
Purgane: restorw thirst
healthy atatus.
5. Priority S: Eat Cov
Requirenent:
Parpose: To restore food levels and raintain healthy status.
Osestion: Por each action
the net?
Priarity Move Bouth-Faat
Requirenents net: Yes, ar there 16 obstruction nontioned, the player can nove in the south-east direction to approach the crafting table.
Priority 2:
Hake Stome Sword
Requirarants wnt: No, the player is not currantly near tahla, and there is so atone in the inventary. The player reads closer the table and collect
zals
Priarity Move Weat or North Bequirenents met: Partially, the player can move pest or north, as there are flat grounds in these directions, llovever, uncertain there
unter scurce
directione.
Priority 4: Collect Drink
Requirerents net: fio the player needs to find and face sater nource before collecting drink. It is not nentioned shether playor curreatly
Priority 5: Eat Cop
Bequirenents net: No, the player needs nove closer to the cow nentioned teo stape to the south-sest from player's will be net.
current
and the
Question: Did the last player action succoed? Khy?
Ansper:
the player
succeeded eithout any obstacles.
ground (graas) of player, alloving
to aove
Question: Choose the best executable action from. above.
Ansper:
Priority 1: Nove South-East, The requirement net, help the player to approach the crafting table.
executable action
Stop: 156, Omulattiv Roward: 0, 0.0remmennn You took action move_south.
You
stone ateps to your north-east
path 2 steps to your east
atepa your north-vaat
table steps your south-east
cou 1 steps to your vest
You grass your (south).
Your statua:
health: 9/9
food:
energy: 8/9
inventory:
sapling:
vood:
coal: 2
wood pawl_pickazee
stone_pickaze:
QA
Queation:
239

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ALspor:
Place Plant
Question:
List objects in the current observation. For each object, breifly ansver what resource it provides and Ita
requireent
Ansve::
1. Stone:
Provides stone as a resource for crafting tools and building naterials. Requizes a sood pickaze or stronger to collect.
Path: Providea ne direct resources but helpa with nevigation and
specific requieeenta.
Tree: Provides uood for crafting tools, building nateriala, and fuel. Requiras uood pickase or stranger to callect.
4. Table: Procidea surface for crafting varioua tools and vasgana. Requizaa vood to craft and place.
6. Purnace: Provides place to smelt erea (such as iron) and process cartain nateriala. Requizes stone to craft and place.
Provides food
killed. specific
repuireentt,
vespon like
stranger
to dafwet, it norw afficiently.
7. Greas: No direct resource provided. No spacific requieeenta, can be salked on or zeplaced with other blocks.
Queation: Vhat
laat action taken the player?
Ansver:
The laat action taken by the player was nove, anuth.
Question:
For each object
list, are requirezente
interaction?
Ansow::
1. Stame: Yea, the requirazents are sut for interaction. You have pickapickaze and a stone_pickaze in your inventory shich
Path: be used to collect stone.
for interaction. Ne apenific requireants neaded patha, they are just for 3. Tres: Yea, the regsireents are not for interaction. You have wood pickaze in your inventory, which can be used to collect. uood from the tree.
requireants
navigation and novesent.
Table: applicable,
the table has already boen placed, but you neet the requirennts to craft one eince you have wood in your saventory.
5. Furnace: Not. appl icahla, as the furnace has alrwady been placed, but you rent the ragsirmenta to craft one since you
have reguireents
inventory.
sword your inventary, you still interact with and dafeat the now without it; howeer, having a veapon vould make it more efficiant.
for
Although you don't
7. Graze: Yes, the requirenents are net for interaction. Grass does not have any spectficc requirenents, and you can valk on it raplace it with other blacks.
Question: List top sub-tarke the player should follow, Indicate their priority out of 6.
Anaver:
Priority 4/5: Collect drink rectore thiret. Your drink level 3/8, shich relatively los. You chould find source
river
from, no you don't get dehydrated in gaze.
2. Priority 3/5:
Increase food level. Your food level is at 4/9, which is not critical, but it's inportant to mainrain steady food supply. Consider interacting with the
find another source of food like trait
your energy up.
3. Priority 2/5: Collect more resources (soed and iron) for crafting and upgracing tools. You have few resourcen in your investory, but gathering vood and ires will allow you craft better tools weapone, complex structures for chelter and other purposes, It sould sdeal to collect nore wood from the nearby tree your stone packaae to collect more iron.
build
Qsestion: Vest
requirenents for the top eub-tack? What should the player firet?
Ansver:
Top sub-tack: Collect drink to restore thirst.
Requirexents: Find
river to drink
Vhat should the player do firet: Start by exploring your surromdinge to locate a vater source. You can zove in any direction (vest, east, north, or south) to look for lake river. Keep an on your observarion nessages for appreach and drink fron it to restore your thiret level.
hints of nearby.
you find the
Question:
List top actions the player should taks and the requirenent for each action. Choose OnL frox the 1ist of all actions. Indicate their priority out of 6.
Ansver:
Priority 1: Hove East, Bouth, North, West (chosen based on proxinity vater or other resources)
Requirenent: Flat ground in the direction the agent novec.
Priority 2: Drink (Do)
Requirenent: Facing the water cource (lake siver) and be close esough to interact it.
3. Priority 3: Make Wood Bword (for protection)
Requirasent: Bearby table
in inventory.
4. Priority 4: Place Plant (to grow food) Requirenent: Supling in investory.
Priority 5: Plast zestore food)
Requirasent: Facing a fully grown plant (sapling turned into fruit-bearing plant).
Queation: For each action in the
the reguiraeets net??
Ansver:
1. Priority 1: Nove Bast, Bouth, North, or West
Requiraeent: Flat ground in the direction the agent noves.
Status: Fet the agent
any directies with flat ground observed.
2. Priority 2: Drink (Do)
Requirenent: Facing the water source (lake ziver) and be close enough to Interact with it. currently obsarved.
Status: Not
3. Peiority 3: Make Food Bword (for protection)
Requirweet:: Yearby table and vood in inventary.
240

---

Status: Not there's observed, but far (6 stepa south-east). the player already wood inventary.
4. Priority 4: Place Plant (to geow Iood)
Requiraantt: Sapling inventory. Status: Yet the player has sapling their inventory.
5. Priarity S: Eat Plant (to restore food)
fully grown Status: Not not no fully grown plant currently obterved.
Sequiresat::
(aupling turned into frult-bearing plant).
Queation: Did the last player action succoed? Mhy?
Yea, the last player action aucomeded. The anve_soct) action aucceesful beckuse there vaa flat ground (graas) the direction the player vanted to sore (south) and the player had enough eneegy to parfora the action.
Queatiam: Choose beat axecutable action from
Ansver:
The heat acecstable action from the list abova ia Priority 4: Place Plant (to grow fand), an iha requirarents are net the
player has sapling in their inventory.
Stap 187, Comllttve Reward: 1.Q.eeneeee.. You taok plant.
You naa:
graza steps to your north
stone steps your north-east
path steps to your east
tree 5 stegs to your northreeat
table
south-east
steps your
You face plant at your front (south),
statue:
bealth: 9/9
food: 4/9
drink: 2/9
energy:
Your inventory:
sood:
coal:
iron:
seed pickaze:
stone_psckaxe:
Oseation: Action
Ancper:
Question:
List objects in the current obeorvation. For each object, broifly anseer shat resource it providee and 17c
requirement.
Amsver:
Stone: Provides
resourco; requires wood pickaze or better collect.
2. Path: Provides case of rovenent; no requirenents.
8. Tree: Provides sood resource; requizes tool or wood to collect.
Allous crafting of tools and
uood zake and seapon rakee easter.
Prozides food (neas) shen defeated;
required,
6. Grass: No resources; no requireenns..
7. Plans: Will grow and provide food; requires eapling to place, time and protection to grou.
Question:
last
taken by the playor?
Insper:
The last action takea by the player was "place_plazt".
Qsestion: each object 11st, are the requirenente
interaction7
Ansper:
1. Stone: Yes, the requirexente for interaction are not as have 2ood_piciazee and atone_pickare in your inventory.
with Zree: Tes, roquiresents for interaction are not as you used
Puth:
apecific requirasent
collect wood or you can axe
in your inventory currently).
4. 7able: Yea, the zequirmnent for interaction are net siace have vood inveatory and place table it needed.
Tee, roquirenente interaction aze not as you
the coe vithout tool or by using seapon
your inventory currently).
6. Grass: Yes, there no specific requirenente to inseract with grass.
requremanta for interaction
plant. since you placed sapling and plant grev fully.
groving. Protection and aze requized
Queatiom:: List sub-taska the player should follow. Indicate their priority out, of 5.
Ausver:
vater source drink: Priority
drink level 2/8, finding vater source drinking
asseatial to prevent debydration.
Rab. food replenish himger: Prinrity 4/5 fond larel defeating the con and sating its neat, to maintain good health.
and player
241

---

Crads weapan (wood/atone svord) for self-defense: Frierity 41though the issediate enviroument safe. the player should craft ueapon by interacting with the tabla prepared any potantial thrests hostilw creaturea.
Queation: What
requirmeenta for top aub-task? What. abould player first?
Anaver:
Top Sub-task: Find vater source and drink.
Requiresents: Locate
(auch lake, river,
close snough interact with
Veat. should the player do first: The player should start by axploring the aurrounding ares, anving in different directions to find vater source. Once located, stand at the vater's edge and take the action "drink" to reatere the drink level.
Question: List top actiona the player should take and the requitenent for each action. Choose ONLY feox the list of all actions. Indicata their priority out of 5.
Peiority 1: Hove (Direction) Requirement:
ground direction the player chooses (Yorth, East, South, Heat).
This actioo is assential for aeploring the anvironment and searching for resmurcex like water sources, unnd, and stones.
Priarity 2: the player'a la drink level and saintaining their overall aurvival.
Requi
a unter source (auch an lake river). This actionn ia significant for reatoring
Priority Wood
unod inventory. Crafting uood pickaze the player to collect atone and other assential nateriala for further crafting and progeasa the guze.
Requirement: Hearby
4. Priarity 4: follectt. Wond Requirerent: None, Collecting vond ia fundesental for creating various crafting statiens, tools, sheltor. reaourcee.
required making pickare, i5 intiepensable gathering
Priority 5: Place Table Hequirement: Wood inventory. Placing table ecables the player tools ruch pickazas
gathering
defending againet
Qsastion: For each action in the Liet, are the requirenente net?
Ansee::
Priority
Yee, the requirencsts North, East, South, or Vest bazed on their choice and explore their enviroment.
any direction ground. player can nore
Priority Brink player'e
requirenent not observacion.
neation water (euch Lake river)
3. Priority 3: Hake Vood Pickaaee No, the requirenent is not net because the player already has pood_ptciaaee their investory.
4. Priority 4: Collect Wood Yes, the requirenent is zet. There is a tree 6 steps to the player's north-wect. The player can nove towards the tree, and eith the wood, wood_ pickaze, collect nore wood.
Priority
already table etepo to player'e east. Since the table in the player's 'e proxinity, there ie no need to place another table.
requirenent
Qsestion: Did the last player succeedy Why?
Ansver:
Yes, the last player actioo "place_plame succeeded becouce the player had a sapling in their investory, which alloved thex to place the plant the envirounent.
Question:
Choose
action above.
Insper:
The best exocatable action from the 11st above is Priority 1: Nove (Direction). The player can choose dizection with flat ground explore their envirounent, noving tovarde the collect nore searching for
source
Stop 158, Cunulative Roward: 0.0 D.Dreeeeee*.* You took action do.
You
etone steps your north-east
path 2 ateps to your east
tree 5 stops to your north-eest
table ataga your southreast
cou steps to your south-veat
You face at your front (south).
starue:
health: 9/9
food: 4/9
2/9 energy:
Your inventory:
wood:
coal:
iron:
pood_picaaae::
pickaze:
QA
Question: Action
Anaowr:
242

---

Queatiin:: objects current oiservation. each object, breifly ansver resource it pravides ita sequiremmts
Ansper:
Providea
requires
collect.
Path: Provides valking azea, requieeents.
Iree: Provides veed, requires any type of pickaze to collect.
Tahle: Craftable ebject (alrwady created), providex crafting surface rake toola and suspana, requires good create. Providea food, requirea any veapon tool defeat. Provides no rasource, can
on, no requi renente..
Queation: What waa the last action taken the player?
The action taken by player waa *do".
Qreation:: For each object in the lixt, the requirasenta for intaraction?
Ansver:
Stone: Yes, zequirements not you
wool_pickaze atone picckee your inveatory. Path: Yas, the regaireenna are net as there ia no restriction for walking on the path.
Tros: Yea, the requiremnns nat
have wond_pickaze and piakeep in inventory. crafting.
regsireante Yea, the regui rngrimeenca net you can use any weagon tool your incentory to defent cnw.
already
Graza: Yea, the zequireanta are nus there are no cestrictions for walking on or interacting with grasa.
Dreation:
player
Indicata priority
Ansver:
1. Drink water to restore thirst (Priority: 5/5) Your drink level is currently 2/8, and it ia easential to naintain hydration in the
Rat food to restore hunger (Priority: 4/5) Your food level is currently 4/9. Defenting the cos nearby and eating its resourcna can help increase your food level.
rescurces, improve your langese abilitina snable you to challanges more affectivwly.
weapons (Priority:
help
Qreation:: What. the requirenents for the aub-tank? What should the firat?
Ansver:
Top sub-tack: Drink vater to restore thiret (Priorsty: 6/63
Requiremente:
Locate
drick
the player should da firat: The player should axplare aurrounings,, noving
diractions
nearty vater cource. Unce water source ie round, the player should approach it and perforn the action to drink the vater
their thiret level.
Qsestion:
List top actions the player chould take and the requirenent for each action. Choose OBLY frox the 1ist all actions. Indicate their priorisy out of 5.
Ansper:
Priority:
Action: Howe Mest, Bast, North, or South
Requirenent: Flat ground in the choren direction
Parpose: Explore curroundinge find uater
Priority: 4/5
Action: bo
Requireneat:
Purpose: water
3. Peiority: 4/5
West, Bast, North, South
Requirement: ground
Parpose: Approach cou to restore the food level
Peiority:
Actiion:
Requirement: Pacing a cow
Purpose: Bat con to rescore the food level
Priority:
Action: Eleep
Requirenent: Energy lovel is below zaximu
Parposs: Beatore energy level.
Question: For each action in the 1ist, are the requirezente nct?
Ansver:
Action: Hove Hest, North, South
Requirenent: ground chosen
Status: Ket All directions have flat groud for novezent
Action:
Requiresnnt: Facing
source
Status: Hot not The player is not currently facing vater source
Action: Hove Hest,
North, South
Requirenent: ground
direction
Status: Ket All direction have flat groun for noverent
Requirament: Facing
Status: Not not The player is not currently facing cos
Action: Sleep
243

---

Requirezaat: Level is below
Status: Not net Plaayer energy lwoel 8/9, which not balow razinus
Question: Did the last player action succoed? Mhy?
not whether resuit of the action er any changes in the player's esvironsent, inventory, or status after: parforning the action.
player action "do" auccesded, an the provided obaervation doea specify the intended
Question: Choose beat executable action from:
Ansver:
The best acecatable action from the list is the first, action:
North, South
Requiremet:: Flat ground the chosen direction
This action hax ita requirments nat, and the player explors the surroundings find water
Stan 159, Canulative Ravard: O. 0.Geeeeeeenn move,
You se8:
stone to northreast
steps your
Lrea alapa to your north-veat
table 5 steps to your southreast
cow ategu to your south
You face grass at your front (west:).
Your status:
food: 4/9
arink: 2/9
energy: 8/9
Your inventory:
wond:
coal:
pickaze:
Scone_picizzze-
QA
Question: Action
Ansper:
Do
Osestion: objects current observation. each object, broifly anceer resource it providee and ite reguiremens.
Ansper:
Stane: Provides
for cratting
wood picisaze sovenent.
collect.
Path: ground
easier walk;; requiremence, provides
3. Tree: Provides wood, a resource for crafting, building, and fuel; requires an axe or chopping tool to collect.
4. Table: crafting station for crafting toold and peapons; requiree good to build and place. collect neat.
Provides foed (meat) restoring health; requires defeating
Osestion: Vhat was the last action taken by the playor!
Ansper:
The
by player "nove_vect."
Question: For each object in the list, are the requirezente nct for interaction?
Ancper:
requirezents
for interaction you have both veod_pickaze and atons_pickaze your
investory.
2. Path: Yes, the requiresente are net for interaction as there are no specific requirenetss for interacting with a path.
B. Tree: No, the requirennnts for interaction aze not as don't have axe chopping tool in your inventery. have
for interaction requirenente not for interaction, you zight make the process eapier or faster.
the requirexente
inventery.
epeciric teol reapen to
cos, zhich
Queatimn: top sub-taaka player should follow. Indicate prinzity
Ansver:
1. Obtain drinking vater (Priority: 6/6) Your current drink level is low (2/9),, so finding vater source like a lake, river, or well to quench thirat is exucial for survival.
Collect food (Priorsty: 4/6)
current food level is at 4/9, noaning you defeating the cov to collect zeat, or greving und harvesting planta to naintain your health.
more food, by
Graft necessery toola/snspona (Priority:
chopping and goubius, skelstons, and spiders fastez will help you progresa the gane keep you safe. You already have wood and stone in your inventory, which can be used to craft an aze and/or svord.
Crafting
Question: Vhat Ausver!
requiresenta for the top aub-task? that abould player firat?
Requiranenta for the top sub-task (Obsain drinking vatar):
Find
like
well.
First, the player should explore the surroudings to locate nearby vater source. The player can nove in differon: directions (veat, mas, north, south) to swarch for water source. Oncw they find sater sourcs, they ahould approach and interact with drink and replenish thiix thirat.
244

---

Quentiion: List top the player should requirement action. From actiona. Indicata their priority out of 5.
Ansver:
Priority (larth, Bouth,
Action:
Neat) Beguiresent: Flat ground in the direction the player is noving.
Priority
Action: Dollact
Requirazent: Mayyrr facing vater aource (lake, river, or vell).
Action: (interact with cow)
Requirezent: Player facing cov; have recessazy tool (like aword).
Priority
Action: Eleup
Requirazant: Enwrgy level is below anximun
Action:
(interact with tree)
Requirazant: Mlayer: facing Liwe; have secessary tool picka_e or atzonger),
action
requirmments
Ansver:
Priority 1:
Action: Move (larth, South, Bast, Keat))
Requirement: ground
the player noring.
Requtrazent Het: Yea. The player can roze in any direction, as there are obstacles rentioned.
Priority
Requiremet:: Player facing vater anurce (lake, river, er vell).
lequirenent Net: No. There 1e no mention water source in the player's observatione.
Priority
Action:
(interact eith cov)
Requirazant:: Player facing cov; have necesssry tool (1ike sword).
Requirenent Not: No. player currently
Priority
Action: Sleop
Neguirenent: Energyy level below maxteun.
Boquirement
player's energy
Priority 5:
Action: (interact with tree)
Roquirement: Player facing tree; necessary poccd_pickaae strongor).
Requirement Net: No. The player 16 nos currently facing the tree and has stronger tool than wood, prod_pickare
Osestion: Did the last player
succeedy Why?
Ansver:
Yes, the last player action succosded. The player euccessfully moved gest because there vas ilat ground (grass) in that direction, alloving the player to nove.
Question:
Insper:
The best exocatable action from above 1s:
Priority
Action: Hore (Morth, South, East, or Nest)
Requirement: Flat ground in the direction the player is noving. playex
Reguiresent
any direction,
ebstaclea sestioned.
160, Cunulative Revard: D...neee****
You
You see:
atapa your northreast path stops to your east tree stops to your north-vest table 5 stepa to your southreast
steps your
You face grasa at your front (wwat).
food: a/9
drink: 2/9
energy: 8/9
Your inventory:
wood: 1
pickaze::
pickazs:
245

---

Question: Action
Ansown:
Hove North
Queation: objacts
oiservation. each object, breifly
provides and its
requirmmnt.
Anspor:
Stame: Providea stone resourch when nined; requirwa wood or better pickazs mine.
Puth: specific resourcea; facilitatea ausle savigation
locaticas.
Tree: Provides wood resmirce when chogped; requires uood or better axe chop doen.
4.
Tabla: Aima for crafting toola and veaponi;; requirea wood to craft.
5.
Cou: Provides food when killed; apecific zeguirannt to kill, but using seapon like wood or bectez avord
helpfil.
Question: Weat waa the laat action taken by the player?
Ansow::
The action by player *do."
Queatiin:: For each objact in the list, are the raguirwents net: for intaraction?
Ansowr:
interaction an you Path: Yea, the requirments are nnt for interaction aa there arw no spacific requireeents to navigaba paths.
Yes, requireentt
ptcicare stone, stone_pickare your inventory.
3. Tree: No, the requireenna are not sut for interaction as you don't have as ase in your inventory. You need wood or
better to doen the tree.
Tahla:
requiraranta coola and suagena.
for interaction aa you
your inventory, which requived
5. Con: Yea, the reguirments are nat for interaction. Although you don't have a sword in your inventary, you can still try co kill the cov using other
but having wood better sward would be vore afficient.
List top aub-tanke the player should follow. Indicate their priority out Queation:
Anaver:
Priority 4/5: Increase drink level Find water source such Jake
your character's thiret level.
2. Priority 4/5: Increase food level Kill the nearby coe to obrain food, increasing your character's food level.
Priority 3/5: svord Interact the table resources avaslable, to officiently kill the cow and derend againet potential ronstere,
evord, wood, stome, or iron, depending the
Qsestion: Vest requirenents for the top eub-tack? What should player firet?
Top snb-tank: Tncreaze drink leael
unter scurce auch an lake river reators your character's thirat leve).
Nequirenents for the sub-task:
Locate cater source in cavironnent.
Vhat: the player should do firat:
different directions (north, south, weet) search Explore the envircnnent by the vater cource to restore levels.
found, interact
Question: List top actions the player chould take and the requirencnt for each action. Choose DNLY frox the 1ist of all actions. Indicate their priority
6.
Ansver:
1. Priority 1: Hove Borth//act/Soott/Kee (choore the direction that loads to potential water cource) Requirenent: Flat ground in the chosen direction
Priority 2:
restore thirst)
Requirenent: Pacing water source such as a Lake or river
Priority 3: Nove torth/EaattSouthhkeet (to find voed food sources)
Requirexent: ground in choren direction
4. Priority 4: Do (to collect good or gather food frea trees, coMe, any other source) Requiresent: Facing
and having necessary tool (if required)
6. Priority 5: Eat Doo or Eat Plant (to restore food level)
Requirexent: For Eat Cou, dead cow as food source; for Hat Flaat,
plant food source
Osestion: each action
11st, are the requirenente
Ansver:
1. Priority 1: Hove Borth/Eaat/Southh/kee (choose the direction that loads potential pater cource)
Requiraset: ground in chesen direction
requirenent net, as there is flat ground (grass) in froat (west) directicn.
2. Priority 2: Collect Drink (to reatere thirat) Reguiresent: Facing
river
requirenent BOT xet, as playor not currently facing vater cource.
3. Priority 3: Nove Borth//ast//outh/// Requiraant: ground in chasen direction
(to find more wood and food sources)
requirement net, as there is flat ground (groas) in freat (weat) direction.
4. Priarity 4: Du (to collect wood gather food from treea,
other auurcw)
Requiresant:
and having necessary toel required)
requirenent EXT zet, as playor facing grass and not resourco to collect.
B. Priority 5: Eas Cov or Eat Plant (to reatare food level) dead
Requiraent:: For
grown plant The euquiremnt NOT zui, as player not have deud grous plant thiir inventary.
Queation: Did the last player actiion succend? Why?
Acsver:
246

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unclear if the last playex action "do" succesded because there speciried interaction provided. The player in facing grass, and there are no indications any changex to their surroundings or inventory after taking the "do" action. It is possible that the "do" actios did not purfors anything zelerant due to the lack of contest. oz Interaction.
Queation: Chooas best executable action Irom: above. Ansper:
The beat wzecutable action from the list above ia:
Priority 1: Noew Morthh/Ras:/ooth//ant (chones the diraction that leads to potential water source)
Requiraeent: Flat ground in the chosen direction
Since the player currently fasing ground (grans) weat, direation that landa then cowards potential wnter aource.
azecuted. player should
Stap: 161, Cusulative Roward: O. D. You tank actioon move, north,
atone staps to your northreaxt
path 3 stepa La your esat
tree steps to your north-vest
staps your anithrwast.
furnace stapa to your north
cow 3 steps to your south
You face grass at your front (north).
Your status:
bealth: 9/9
drink: 2/9
energy: 8/9
inventory:
sood:
coal: 2
iron:
picksaze:
atone pickazw:
QA
Osestion: Action
Amsver: Moro South
Question:
List objects
obcorvation. For each object, broifly
provides and its
requirenent.
Ansver:
1. Stone: Provides stome resource; requires a pood_pi or better to collect.
cavigation and novenest. Zree: Provides sood resource; can collected barchanded or with tools.
Path:
provided;
4. Table: Crafting etation; requires wood to craft.
5. Purnace: Smelting station; requires stone to craft.
Provides foed shen defeated; specific repireseats defeating.
Grass: significant resource provided; zequirexente.
8. Irom, coal, and vood in your inventory: Used to craft and melt tools and veapons; collect then from the environnect with the appropriate tools.
Wead_ptckasee Paric tool collecting stone; requires sood to craft.
10. Stone_piciaxe: Inproved tool for collecting iron; requires stone to craft.
Question: Vhat was the last action taken by the playor?
Amsver:
The last action takee by player vas nove_north.
Question: For each object in the list, are the zequirenents net for interaction?
Amsper:
Stone: Yes, requirexente are zet you both good_piciaas and etone_piciare in your inventory.
2. Path: Yes, as there are no specific requiresatss to interact with the path; jast salk on it.
3. Tree: Yes, you can interact with the tree to collect wood either barchanded or using tool frem your inventory.
the table is present the in your inventory.
you
coola veapona with available
6. Furnace: Yes, the furnace is present in the cuviroment, and you can use it to seelt iron with coal using your available
resourcua.
Yea, you interact with the either attacking it barebanded using of your pickazes
ixprovised
weapos. Hovever, having svord would nore effectivo.
T. Greas: Yea, you can interact with the grasa by valking ever it, but it does not provide any aignificunt resourcus.
8. Iron, coal, and wood in your inventory: Yeu, you can use these resources craft and smel: tools and voapons long there table and furnane waillable.
Wind_pickase: Yea, you can use the wood pickaze in your inventory to collect atone.
10. Stone_psizaxe: Yes, you cas use the stone_piciare to collect iros.
Question: List top sub-taaks player should follow. Indicate their priority Ansver!
1. Priority 4/5 Find drinkable uater: An drink: 2/9, you are los on drink pointa, and finding zourcs of drinkable vater such as lake or river in ussential to prevent zegative effecta.
Peiarity 3/5 Collwatt surw wood and craft veapon: Biace you have limited anount wond no seagen, collecting xore vood from the nearby tree and crafting seapes (such as a zood avord) as the available table is inportant for sel f-dafanne against possible threats like nonstars.
247

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Peiority Defoat for food: food: 4/9, you may replenish food points Engaging nearby defanting will provide you with food reaourcex help nainowin your health and energy levela.
Question: Vhat are the requizenenta for the top sub-task? What should the player do fizat?
Ansver:
The top aubrtask is to find drinkable water.
Requiraments:
lake Nove towards the identiffed water scures using nove actioons (nnow north, sove, south, nove, sast, or nove, vwat)).
Locate
of drinkable
rap.
Vhat should the player do first:
the surraindings
player observation step
riser, any
drinksble
water) that may not vizibla in current observation. watar sourse la agottad, the player should start zoving toward it using appropriate aove actions. If so water source is visible, coatinue exploring the area in differwnt directionn while keeping eye out for satar sourows.
Question: List top actions the player should take actions. Indicata their priority out, of 5.
requirenent for action. Choose DNLY frox the list all
Ansowe:
aituation, are the top priority:
player take, along with requtrenents
Priority 1:
Nove touards water restore the drink level (Action:: Hove East, Nove Nest, Nove foorth More ground
Requi
2. Priority 2: it.
Brink vater to restore the drink level (Action: Bo). Requirezents: Facing the water source and be adjacent: so
Priority 3: Nove touards the cow retrieve food (Action: Nove Bast, Nove Vest, Hove North or Nove South). Requitenent::
Flat ground in the disecttion of the cow.
Priority Interact. with
food (Action: Do). Regui reguitement: Pactng
being adjacent
5. Priority 5: Nove touards the table and/ar furnace to craft. necemarry tools and ttwea (Actioo: Move Fast, Move keat, Nove or Hove South). Requirenonte: Flat ground in the direction the table and/or furnaco.
Queation: For each action in the list, are the ragoirweent nwt??
Ansper:
player's
eituation:
1. Priority 1: Hove tovards vater cource to rectors the drink level (Action: Hove East, Nove Vest, Nove North or Kove South). regutrenents:: Flat ground the direction the water source. Requirenents met? there's mention of sater source the player's obecrvation steps.
2. Priority 2:
Brink sater to restore the drink level (dction: Bo), lequirenents: Facing the water source and be adjacent: so player's observation steps.
Requirenents
No,
Priority 3:
Nove touarde the cow retrieve food (Action: Nave Bast, Nove Vest, Hove North, or Nove South), Requirenent:: Flat ground in the direction of the cox. Requirencnte met? Yes, the player can nove south to approach the coe as there's flat ground the nouth direction.
4. Priority 4:
Interact with the cou to retrieve more food (dctioo: Do). Requirement; Pacing the coo and being adjacest to 19. Requirexents met? Not the player needs to nove tovards the coe firet (tolloving Priority 3 action).
Priority 5: Hove tovards the table
furnace craft necessary tools and itens (Actioo: Hove East, Neet, Nove North or Hove South). lequirenents:: Flat ground in the direction of the table and/or furnace. Requirements net? Yes. the player can nove scuthoas: to approach the table or north approach the furnace as there's 's flat ground in those directions.
Question: Did the last player action succoed? Khy? Ancper:
the player action (nove_north) succeeded because flat ground (graas) in direction, alloving player to move there.
Question: Choose the best executable action from. above.
Amsper:
The best exocutable action from above Priority Move tovards cow retrieve food (Action: Move South), The zequirenenta for this action aze not as there is flat ground in the direction of the cow.
Stap: 162, Cunulative Roward: 0. D.Deeeeeen You Look action move_south.
You see:
stone ateps to your north-east
path 3 stops to your east your north-waat
stepa
table atega to your south-east
cou 2 steps to your south
You grass your front (south).
Your stalus:
health: 9/9
food:
drink: 2/9
ecergy: 8/9
inventory:
248

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wood:
coal:
iron:
pooi_pic
pickaze:
QA
Question:
Action
Ansow::
Queatiion: List objecta in the current observatiio. For each object, breifly anscer what rwsource it provides and its
reqlirmmnt.
to craft toola build atructurea; requitea wond pickass or higher nine. 2. Path: Providea easier nav navigation with no resource; no zequiresent for interaction.
own Staww: Providea stone, shich can
5. Traw: Providex wood, which ix assential for crafting tools, uespots, and building atructarna; requires an
be collacted by hand.
Table: Providea surface for crafting tools seapons; requires wood craft.
5. Purnace: Providea hans sourcs for analting orea and cooking food; requirex stons to craft.
6. Coa: Providea awat/food for reatazing bealth and hunger; requirua
own be 'illed using hands.
Provides no direct resources bet can
navigation clearing space; requireeent interaction.
Queation: Veat wea the laat action taken by the playee?
Ansper:
The
by player nove, aouth.
Qceation: For each object in the list, are the regoireeent not for interaction?
Ansow::
Stane: Yes, requirexents are not the player
rood_piciaze and stone_picsss in inventory.
Path: Yea, the regsirments are net there are no specific requirenett for inberaction with path.
8. Tree: Yea,, the reguirments are nat since uond can be collected by hand, though having an ase vould be nore afficient.
Table: Yes, the requirerents net the player has wood in their inventory craft
table.
player Yea, requimeenta arw nss ainow the player can use their handa seapan (vood, pickkzi or stose store_pickazee) to
requirenants
inventory
or place
Cow:
kill the cow for meat.
7. Graza:
Yex, the requiraannta nnt there specific raguimments for interaction with grass.
Qsestion: List top sub-tarke the player should follow. Indicate their priority out of 5.
Ansuer:
Find gather
to rectore the player's thirst (drink: 2/8) Priority: 5/5
Obtain food by kiilling cou for
finding other food sources restore the player's hinger (food: 4/9)
Priority: 4/5
3. Graft an aze to effaciently gather wood from the tree, which can be used for crafting more tools, zeapone, and building
structures Priority: 3/5
Question: Vest are the requirenents for the top sub-task? What should the player do firet?
Ansper:
The top sub-task is to find gather vater restore player's thirst. The requirenents this task imclude:
Approach vater source, much as a lake or river.
2. Interact with the vater source to drink vater.
Sneure player's safety
drinking,
could approach
action.
The player chould firet locate and head tovards a vater source. Since there ica't one vicsble in the current observations, the player should explore the surromdings to find vater scurce (eigr, noving east along the path or exaxining other directions).
Qsestion:
List top actione the player should take and the requirement for each action. Choose ONLY frox the liet of all actions. Indicato their priority out of 6.
Ansper:
Priority Nove (lequirement:
ground right to agent) explore the surroundings poesibly
water source.
2. Priority 2: Hove North (Reqqirement: Flat ground above of the agect) To further explore the eurroundings in search of found after noving
Peiority Hove West (Requirewent: Flat ground left to agent) continue exploring finding vater source
not found after noving north.
4. Priority 4: Nove Bouth (Roquiremnn:: Flat ground below the agant) To search in different direction if the water
courco isn't found after noving vest.
Priority 5: (Pacing creature eaterial;
nececeary tool) Interaction vater cource water other useful resources once they are found. This will dopand on the player's lecation and surroundiggs.
Queatimn: For each action in the list, the requiramena net?
Ansver:
1. Move East: Yes, the requirenent of flat ground right to the agent is net. The player can move cast, as thore is a path 3 stepa to the wast.
Nove Korth: Yes, requirenent
ground above of agent net. The player already noved north Step 322.
3. Nove West: Yes, the requirenent of flat ground left to the agent is net. The player can move cest, as there is a tree 4
stepa sorth-west.
4. Move Bouth:
Yes, the requirenent of flat-ground below the agent is net. The player can nove south and already performed this action in Stap 324.
Do: This action is dependent the player's is location facing gresa to the south, and there is no apecific naterial or crenture to inseract. with. Thersforw, the reguirmmnt for the "Do" action is not met at this xonsat.
object the player facing. Currently, the player
Queation: Did the last player action auccewd? Mhy? Ansver:
You, the Tast actiion (nove, snuth) ancoweded. The iction aucoweeful because there flat. ground belox the alloving then
the south directico.
249

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Queation:
Choows best, executable action from abovw.
Ansver:
The best exocutable action Irom the 1ist above is to move east (Priority 1), the zequirenent of flat ground right to the agent
say finding
other
163, Cusulative Revard: 0. J.
You taok actionn move, east.
You 200:
staps your northreast
path atepa to your eaat
Leoe 5 atepa to your northeveat
table steps to your snuthreast:
stepa your
You face grass at your frant (eant).
benlsh: 9/9
food: 4/9
drink: 2/9
energy:
Your inventory:
wood:
coal:
tron:
vood pinl_pickaee:
stone_ piccase::
Quention: Action
Ansper:
Move South
Qsestion:
List objects in the current obeervation. For each object, broifly anseer shat resource it provides and 198
regrirment.
Ansper:
resource, requires Path: No diract resource, alloou easter anverent acrosa terrain.
Provides
pickaze
3. Tree: Provides wood resource, requirer wood or better packaxe to chop down.
Table: No direct ressurce, allovs crafting tools and weapons,
craft.
defeated, no specific requirement chase dedeat. 6. Grass: Bo direct resource, indicates a ground curface to valk on.
Prorides food (meac) resource
Question: Veat
last taken the player?
Ansper:
The last action taken by the player was nove, nove_aant. eant.
Qsestion:
For each object
the
interaction?
Ansver:
1. Stone: Yes, the requiresente are net for interaction as you porsece a wood_pickaze and stone,
stohe_pickaxe pickaze is your investory. Path: Yee, the requiremente are met for valking on the path as there are epectfic requireents.
2.
Tree:
requirenente
for interaction you possess wood_pickare and stone_pickaze
your inventory. pickazes in your inventory.
weapons as you 5. Con: Yee, the requirmente are not for interaction as there are no specific requireents to chase or defeat the cop.
Table: Yes, requirexents are zet for crafting
Grass: Yes, the zequirexeats are not for walking on grazs as
slready able to nove around the terrain.
Usestion: top sub-taske the player
follow. Indicate
priority out
Ansper:
1. Increase drink level: Priority 5/6 As the player's drink level is 2/9, finding water source and drinking water chould top priority.
2. Increaze food level: Priority 4/5 As the player's 's food level is 4/9, either defeating the coe to get neat or finding other food sources eat and ingrove the food level is essential.
iron, coal, prioritize crafting an iron pickaze oz irea sword to gather nore advanced rescurces or defesd against nousters more effectivoly. The player mast find furnace or place one to enelt the iron.
Sword: Priority
the inventory
nearby, player can
Question: Veat roquirenenta for the top aub-task? What the player firat?
Ansper:
Top sub-tank: Increase drink lsvel
Boquiremento:
1. Find vater source (e.g., lake, ziver) and be close to it.
should player de The player should search for nearby vater source by exploring the surroundiaga. Duce water source found, the player should nove cleser to it to be able to drink and increase their drink level.
Question: top actiona player should and requirensat for action. Choose ONLY frox the list all actions. Indicato their priority out of
Ansver:
1. Priority 1: Nove tovards the vater source (Action: Move Vest, Hove Fast, Hove North, or Nove South) the
Reguirmeent: Identify
there ground direction.
2. Peiority 2: Drink vater to iscrease the drink level (Action: Do) Requiraeent:: Factng the seter sourcs and close snough to it.
250

---

providea and its Peiorisy Nove Requiremett: Identify directionn the cow ensure there flatt ground direction.
(Action:
Hove South)
4. Priority 4: Bunt the con to neat (Action: Do) Requireeent:
have
iron
your inventory kill
6. Priorisy 5: Increase food levol by cating meat (Action: Eat Cow)
Requiraeent: Rave the couts neat
inventory after killling the cov.
Doeation: each action the list, are the regeirwents net?
Anaver:
1. Nove lovards the vater source (Aczion: Nove Neat, Nove East, Hove North, Hove Bouth)
The water source's dirwetiion not santioned observations. the eaquireent chonsing correct direction not nut purrestly.
Drink
incraeae drink level (Actios: Do)
The water sourde in not. mentioned in the chservations; hence the raquirment of facing and being cloxs anough to the vatar sourcw ia net.
closer to
(Action: Nove Vext, East, Hove North, or Nove South)
Yes, the cov 18
to the south the player, and diractton known The
this action
the cow to get neat (Action: Do)
The player needa to faew the cou and have wand, stone, iron aword in their invwntory. The player doea not, currently requirement
their inventory,
not met.
5. Incrense food level by wating neat (Actioo: Eat. Cow)
The player hunted yet, they
inventory. requirasen
net.
Qreation: Did the last player action auccendd Why?
Ansver:
Yes, the last player action (nove,
eant) (nove_eart) eucceeded because there vas flat ground (grace) in front of the player, alloving then to move wast si thout any les or restrictions.
Qsestion:
Ansow::
The best exocutable action from the 1iet above ie:
Nove
The requirenent for this action 16 met, the cou is steps to the south of the player and the direction is known.
Stopp 164, Cunulative Reward: 0, 0. Dreeeeeenn.
You taok action _eruth.
You see:
grass steps to your west
steps your south-east path stops your north-cast
tree 5 steps to your south-east
table steps to your south-east
your (south),
Your statue:
bealth: 9/9
food:
crink: 2/9
energy: 8/9
inventory:
wood:
coal: 2
wood_picoe posd_pickaze,
stooeeppckaaee
QA
Question: Action
Ansver:
Move North
Question: objacta
observation. each object, breifly
zequirmantt.
Ansper:
Stame: Provides stone faster
requirea wood or higher-Lier pickass collact. requirenast.
Path: Frovidea resource, requires
Zree: Provides
higher-tier collect available in your inventory).
Table: Providea craft ciafcing area for making toola and wagonn,, no requireeent.
B. Grazs: Provides nothing, no requizenont.
Providen food (ant
requirenatt.
Question: What vas the last action taken by the playor?
Ansow::
The action by player
251

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Queation: For each objact the list, are the requirwsents nst interaction?
Acsver:
1. Stone: Yes, the zequirexents are not for interaction as have pood_piciaze and stone_piciazee in your inventory.
specific requirenenta Tewe: No, requireenta are not sut for interaction because an ase reguired to collact wood feox the tree and itta
Path:
requireants
for interaction there
path.
not available in your inventory.
4. Tablw: Yeu, the requimeents are sat for interaction sa
craft itera with the table and you havw necesasty
in your inventory.
Graen: Yes, the requirments are set for interaction as there are no spactfic requi for interacting with grass.
6. Cow: Yeu, the requiremnta are nnt for interaction sa you don't need any apecific tools to defeat. the cow and get food.
Queation: List top subetaako player
follow. Indicata
priority
Ansowr:
1. Increase drink level (Priority: 6/E): The player's drink level is at 2/9, so finding vater scurce and da drinking from it whould be high priority woold dehydration.
Dufeat and eat (Priority: 4/8): The player's Lood is at 4/9, which indicates need food. Defuating the cou and communing it. will help raplasish the food lavel.
Craft
weapons (Priority: 3/5): player sone resources their inventary. They ancouraged to collact nore resourees and utiliie the tabla craft better toola and weapons, which will help in survival and of officient resourcergatbeingg
Dreatimn: What. requirenenta for the top aub-task? What. should player first?
Ansver:
Top Aub-Tanke: Increaze drink level (Priority 5/5)
Requiremente:
Locate a vatar source, like river or lake
Approach the uater sourcw
Interact with the
drink from
The player should first. find vatar aourcw. the current obaervations, there is na sater sourcs visible, ao the player
should explore their eurroundings by noving in vartous directions until they discover vater source, such as river
lake. (Ince found, the player should approach the water sourcs and interact with it to drink and replenish their level.
Queation: List top actions the player should take and the requiranant for each action. Chonae DNLY deox the list of all actions. Indicato their priority out of 6.
Ansper:
Action: Moen North (Priarity: 4/5)
Requirenent: Flat ground above the agent.
Heason: explore surroundings nearch water for drinking and increase the drink level.
2. Action: Hove West (Priority: 4/5)
lequirezent: Flat ground left of the agent, Beason: explore eurroundings
water source drinking, and increase the drink lovel.
Action: Move East (Priority: 4/5)
Requirenent: Flat ground right of the agent, Reason: explore eurroundings
vater source drinking and increase the drink level.
4. Action: Hove Bouth (Priority: 4/6)
Requirezent: Flat ground below the agent.
Beason: explore surroundings
vater source drinking, and increase the driak lovel.
Actioo: Do (Priority: 3/5)
Requirezent: Facing creature or naterial, and have the necessary toel. Beason: To iateract with
natoriale based the situation, such attacking nonsters, mining resources, source once found.
interacting with
Qsestion: For each action in the list, are the requirenente net?
Amsoor:
Action: Move North
Requirenent: Flat ground above the agent.
Requiresents Moc: Yea (Playez Observation Stop 328: You took action nove_south, Which reand the agont moved from the North
2. Action: Hove Nest
Requirezent: Flat ground left of the agent.
Requirssatt Hut: Yeu (Player Observation Step 328; You grass step your veat)
3. Action: Hovo East
Requiresent: Flat ground right of the agent.
Requiresetts Not: Yes (Player Observation Step 326: You took action nove_east, which the agent moved from Bast)
4. Action: Hove Bouth
Roquirezent: Flat groun below the agent.
Requiresatts Hat: Yea (Player Oheervation Step 328: You face your front (south), which is flat ground belov aguat)
5. Action: Do
Sequirasent: Facing Roquirenents Moti Fartially (Player Observation Step 328: You face cow at your front (south), but necessazy tool to interact with the cov, like a sward or an ase, is not yet in the inventory)
naterial, and the necessary tool.
Dreation: Did last player action succeed? Why?
Ansver:
M Yeu, the last player action (sove_south) south) succeeded because the player vas able to change their pesition from step 326 to step 328, neving closer the cou ax described in the abservation. There werw no obstaclex restrictions preventing player from anving south, shich is why
succeeded.
252

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Queation: Chooss best executable action from abovw.
Ansver:
The best exocutable action Irom the 1ist above is Hove North, as the zequirezent of flat ground above the net, and allowa player waplorw aurroundinga
drinking.
165, Cusulative Revard: 0, J.G.seaeennn.
You action move, north.
You 200:
staps your
path atepa to your eaat
Leoe 5 atepa to your norcheveat
table steps to your snuthreaxt.
stepa your
You Face grass at your frant (north).
9/9
food: 4/9
drink: 2/9
energy:
Your inventory:
wood:
coal:
tron:
vood ponl_pickaze::
stone piccasz:
Quention: Action
Ansper:
Move East
Qsestion: List objects in the current obeervation. For each object, broifly anseer shat resource it provides and 198 regrirment.
Ansper:
resource, requires pickaxe Path: rexmurcs. la requi renent.
3. Tree: Prorides wood resource, which can be collected by hand, but an axee nore afficient. provided. requireent
Table:
to be placed with inventory. Provides food (meat) killed, may zequire any weapon efficicatly. hand-to-band combat poecible.
6. Graze: No recources provided. No requiremtt
Osestion:
action taken the playor?
Ansver:
The last action takee by the player was nove_north.
Question:
object list, are the zequirezente
interaction?
Insper:
1. Stone: Yes, the requiremente are not you have pockapeckaxe and stone, pickaxe in your investory.
requirments for Tree: Yes, requirenente are not you collect wood by hand, aithough using
Path:
more officient.
4. Table: Yes, the requirezente are net as it has already been placed and can be interacted with.
6. Cos: Yes, the zequirenente are net since you can strack it by hand or use crafted seapon (shich is not available
your inventery currently).
Yes,
no requirenente for interaction.
Osestion: List top sub-taske the player should follow. Indicate their priority out ot 5.
Ausoer:
Peiority
vater priority to avoid thirst.
at 2/8, so finding vater source drinking from
Priority 3/5: Hunt as
food food level at 4/9, hunting not urgent finding vater, but still essential to raintain your level.
provides shich
3. Priority 2/5: Collect more sood from the tree You have only wood in your inventery, and collecting nore wood could be veapona, building abelters. since doesn't directly affect your survival.
helpful
task
priority than finding
husting
Queation: Vhat are the requitement for the aub-task? Vhat abould the player fixat?
Amsver:
The top cub-task is finding drinking vater.
Bequirements:
such
Vhat should the player do first:
Esplors the area and awarch ch for water source. The player move in different disections (veat, must, north, and aouth Oace the
discover restore their thirst level.
fiad
found, player should approach
Question: List actions the player should tažee and the requirenent for each action. Choose DRLY frox the list of all Indicata their priority
Ansowe:
1. Priority Nove Bast: Flat ground right to the agent.
Requirweet:: Look for vater sourcw in the dirwction.
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Priority Nove North: Flat ground above agent.
Reguirenent: noving wast dowan't reseal water source, change diraction north and cont inow search.
3. Peiozity Nove Vest: Flat ground left to the agent.
Requireeent: soving dowan't
source, change diraction and
4. Priozisy Nove South: Flat ground belou the agent.
Requirement: If moving weat downn't reveal vater source, change the diraction to south and cont inow the search.
Priarity Brinke: &t. the water scures (lake or river).
Requirmeett: Suncessfully find anter sourse, agprowch it, and drink from it to reatore the player's thirat lwvel.
Qreation: For
requirmeents net?
Ansow::
1. Move East: Yea, the requireeent is nut as theze is flat ground (path) 2 stega to the east of the playez.
North: Yea, requitmment
is fllt ground (grasa) right front player (north).
3. Nove Kext: Yea, the raqui renent in nat ax there in flat ground (graas) step to the weat. of the playar.
Yee, requiienent not
flat ground (grase) and steps
player.
5. Drink: No, the requirennt is not sut as there is cursently no visiblle uater source (lake or river) in the player"s surroundings. The player needs explore
by noving vartous directions to find water sourcn.
Question: last player action auccevd? Mhy?
Anaver:
Yex, the last player action (nove, (nove_norch) north) sucoeeded becouse there flat. ground (graze) in front of the player (north) that move without any obstruction.
Queatiin:: Choose the best, azecutable action from above.
Ansper:
ground (path) steps The player, allosa the player to explore awarch for water anurce.
Sta:: 166, Cmulative Howard: You tank action nove, east.
grass staps to your west stone 4 steps to your north-east steps your north-vest table steps to your south-oast
coo 3 steps to your south-vest
You
your (cast).
Your status:
bealth: 9/9
food: 3/9
drink: 2/9
energy: 8/9
inventory:
wood:
coal:
iron:
good_ pood_ptciamo::
QA
Question: Action
ALsver: Wost
Question: List objects in the current observation. For each object, breifly anseer what resource it provides and its
Ansver:
1. Stone: Provides stone resource; zequires a sick_pic or better tool.
2. Path: Prorides path to follow for easy navigation; no requirenets..
Providea
resource; requizes sick_pickase and seapons; zequires collected wood craft.
tool.
Zable: Allovs crafting of
6. Oow: Provides foed (meat) shen huated; requires seapen (vord_ stone_spord, or better) to xill efficienely.
6. Graza: basic terrain, resources provided; so requlamenta.
Iren: Acquired fron playor's inventory: provides saterial
tools weapons; requires stone_pickass iroa (not visible the current observation).
or better to collect
Question: Vhat was the last action taken the playor?
The action taken by player waa nove_east.
Questiia::
For euch object. in the liat, are the requirmmens Det for interaction?
Ansver:
Stone: Yes, zeguirezents are not the player both kood_pickaze and stono_pickase in inventory.
2.
Puth: Yea, the seguirennta are nas as there are no reguirennna for interacting with the path.
3. Tree: Yes, the zuquirenents are not since the player has 2ood_plckaze in their inventory.
already planed, cheir inventory, shich aufficient for sone interactions (v.g., crafting avord
requireenta degand the crefting player
parforn. The
player wood
an fron aword).
5. Cow: The player dows currently have
in their inowntory afficiently bust. the They would need
sood_ stood, better.
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Yes, requirexents
there zequiresenta interacting with gress.
Tran: The player already hax iron their inventory. Tf they encounter iron orw, they can xine efficiently since they possess stoee_pickaze.
Queation: List top subrtaaka player should follow. Indicata their priority
Ansvec:
1. Find sater and drink to restore thizst. Priozity: 5/5 (as drink level is 2/9)
2. Runt, the cow or find another Food sourow to increase food lecul, Priority: 4/5 (wa food level is 3/9) using
Craft weapon, such
prepare for potential cosbat hunsing. Peiority: 3/5 nn the player downn't it currently have weapon in their inventory)
Queation: Vhat are the raquirenenta for the top aub-task? What ahould the player do fizat?
Ansver:
Requirement
top aub-task (Find water and drink to restorw thirat):
1. Locace a source of vater suchs as a lake or ziver
2. Appronch the sourcs
Interact with
drlnk
Vhat. should the player do firat:
The first thing the player ahould du is search for nearby vater sourcw in their surroundings. If not ixsediataly visible, they should explore the environment while keeping their eyea open for vater source.
Queation: Liat top actions the player should lake and the requiremen for each action. Choose ONLY feox the list of all actions. Indicata their priority out of 5.
Priority Move Veat, East, North, South: Look vatur source shile esploring (Raqulimmet: Flat ground the
respective direction)
2. Priarity 2 - Brink: Bastore thirat drinking from the water sourew (Baquireeent: Facing the water source when found)
Priority Hove Vest,
North,
Approach con epotted the surroundinge (Mequtrement: Flat ground
the respactive direction)
4. Priority 4 Da: Interact with the cov to obtain fond to restors hunger (Raguirmmant: Paring the com; no spacific tool needed)
Priority Sleep:
energy by alaaping energy decrenses forther (Requirerant: Energy
below varimm)
Osastion: For each action in the List, are the requirezente net?
Ansoer:
Priority 1- Hove Vest, East, North, South: Yes, requirenents are xet. The player can nore in any directicn flat ground.
2. Priarity 2 Drink:: No, the requirenents are not net yet. The player han not found a water sourow to drink froe. The player
Priority Hove Vest, East, North, South: the requirements
any directien with
flat ground approach the
Priarity Daz No, the requirments are not net yet. The player needs approach the now first. face bafore
interacting to obtain food.
Priority Sleep: Yes, the requirenetss net, The player's energy level 8/9, which it's belox rarimi,
they can cloop to restore energy.
Question: Dad the last player action succeedy Why??
Ansper:
res, the last player action (novo, east) escceeded because there a path tront the player to east, alloring the player to move in that directioo.
Qsestion:
Choose best executable Ansver:
froe
The best exocutable action from the list i5 Pricrity 1 More West, Bast, North, or South: Look for water source while exploring since the player neede to find sater cource to drink and rectore thirst. The requirement of flat ground in the respective direction
ceeeeneenrtppp: 167, Cunulative Revard: You took action move pest.
You coe:
steps your north-east
path stops to your east
tree 5 stops to your north-vest
table steps to your south-east
cou steps your south
You face grass at your front (sest).
health: 8/9
food: 3/9
drink: 2/9
energy: 8/9
Your inventory:
good: 1
coal:
iron:
pock_pica
stone piccaas
QA
Question: Action
Anaver:
Move North
Question: List abjecta the current oiservation. For wuch object, breifly unsver what rwsource it provides and ita requirenent.
Anauwr:
Providea resourcw; requizea pickape better collect.
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Path: Provides resource;
valked without any requirenint.
Tree: Providea wood reantre;; requires a wood, prickase or better to collact.
4. 7able: Providea crafting abilities; requices wood to build.
6. Con: Provides food shen defeated; zequires no specific tool, but svord is recoxsended for eas for defeat. Providea no reanurce; oe;
quickly converted to path by salking it.
Question: What was the last action taken by the playoz?
Ansow::
The action taken by player "eat"_
Queatiian: For each object in the list, are the reguireeent owt for interaction?
Ansver:
Yex, requiraannt
for interaction, player
pickaze stone picckss their
inventory.
2. Path: Yea, the requirenents are aut for interaction; the player cas valk on the path withous any need for spacific tools
or rexources.
Tree: Yea, requireants
for interaction,
player wood_ pickace in their inventory.
Table: The table is not nearly atepa the south-east, bus once proxinity, the player can interact it, aa
they have wood in their inventory to craft itane.
5. Coa:
Yea, the requireenta are net for interaction; the player can defeut the cow without specific tool weagon,
although using svord
it easter.
Graas:
Yex, the requirwents are set for interaction; the player can walk over the graas to convert: it into a path without any need for specific toola or rезourcнa.
Doeation: List top sub-taako player should follow. Indicata their priority
Ansver:
1. Find sater and drink to replentsh thirst, Priority: 5/6
2. Require nore food by defanting the coe finding other food sourcex. Priority: 4/5
Locate sate ebelter or build one protect the player from any potential threste, Priority:
Queatiinn: Vhat, arw the requirenent for the tap aub-task? What, should the player do first?
Anzper:
Regoiranents
(Find and and interact with drink water and replanish the thirat level.
top
replentsh thirat):
nource
river
What: should the player do firats The player should explore their surromdings locate water mourcs nearby. Noving different dizections,
north, east, south, or sest, may help then find kater faster. Once the vster source is found, the player should interact with it to drink water and replenteh their thirst level.
Question: List actions the player chould and requirenent for each action. Choose ONLY frox the list all actions. Indicate their priority out 5.
Ansow::
1. Priority 1: Hove North, East, South, or West (Bequirenents:: Flat ground in the choeen direction) The player chould move in ditferent directioons find water source for drinking.
2. Priority 2:
Brink (Requirenetss: Facing a sater cource 1ike lake or river) The player should drink from the water nource once found to replenish their thirst level.
Priority Hove tovarde cow (Requirenntee: Flat ground in the chosen direction) The player should move the direction of the cow to hamt is for food.
Priority 4: Do (Nequirezente:: Facing creature matertal; have necessary tool) The player should face the and perforn "Do" acticn hunt it for food.
6. Priority 5: Eat Cow (Requirenents:: No spectfic requirennts) The player chould eat the hunted con to rectore their food level.
Qsestion: For each action in the List, are the requirezente net? Ansper:
Priority 1: Hove North, East, South, West (Bequiresntts: Flat ground the choren direction) Yes, the requirenents directions since the player faces tlat ground each direction.
2. Priority 2: Drink (Requirenents: Facing a water source like lake or river) Jo, the requirenents are not not the source drinking yet.
player
found
3. Priority 3:
Hove tovarde the cou (Requtrenente: Flat ground in the chosen direction) Yos, the requirenents are not as there is cou one to the player's ia south, and flat ground is present.
Priority 4: (Requirenente: Facing creature or naterial; have necostary tool) No, the requirenents are not met, the player is not yet facing the cos.
Peiority
(Requiramnta:: apecific requiranesta) the requirementa cosplete the playes basa's hunted cou and obtained its neat yes.
Queation: Did the last player action succeed? Why?
Ausper:
Yes, the last player action euccodted. The player was able to nove vest because there was grass at their front (weet) and obstacles blocking their noversnt.
Queatiom: Choose best, axecutable action from
Ansver:
The best exocutable action from the list above is Priority i: Nove North, East, South, or West (Requirenente Flat ground in the chasen direction). In this case, the player should move south covarda the cow since it's one to the player'a there ground available.
Stapp 166, Comulative Rawards 0. You Look action nove_north.
You awws staps your
256

---

atepa your
tree atepu to your northrowat
table 5 steps to your south-waat
furnace stopa to your north-veat
steps your southruwat.
You face gress at your Iront (north).
statua:
banlth: 9/9
food: 3/9
drink: 2/9
energy:
Your inventory:
wond:
coal:
iron:
vond pickase:
Queation:: Action
Ansver:
Hove East
Question: List objecta the current ciservation. each objact, breifly ussver what reaource it provides and ita
reguireent.
Ansow::
Stane: Provides
resource; requires vood_pickaze or better collect.
Path: Provides easter novenent; no reqsirment.
3. Tree: Providea vood reanuree; requiras a sond, pickase or better to collact.
Table: Allous crafting of tools and
aneltiing sron; reguires requires wood to place. place
Cow: Providex food when defested; no apecific tool requirement.
7. Grass: No resource provided; no requireents
Qsestion: was last action taken by the playor?
Anzver:
The laat action taken by the player was nove, north.
Qsestion:
object
l1st, are requirezente
interaction?
Ansow::
1. Stone: Yes, the requirenente are net for interaction as have good_ptciazz and stone, stone_pickare in your inventory.
for interaction there Zree: Yes, requirenente are not for interaction as you have sood_ptckaae in your inventory.
Path: Yes, the regatresente
spacific requirenents noving the path.
4. Table: Yes, the requirexente are net for interaction as you have wood in your inventory, and the table is placed in the gane.
Furnace:
and Con: Yee, the requireents are not for interaction as there are no specific toal requireents for interacting with a ooe. Yes, the requirexente are net for interaction az there are no specific requirencats for interacting with gracs.
requirencnts not for interaction you have furnace 18 placed the game,
your inventory enclting, and the
7. Grass:
Question: List top sub-tasis the player should follow. Indicate their priozity out
Ansper:
1. Drink water (Priorsty: 6/63: With the player's crink level st 2/9, it's crucial to find water source to restore the thirst and avoid bogative effects health and energy.
2: Bat food (Priority: 4/6): nearby and consuning it sould help increase the food level and maintain the player's health.
The player's 's rood level is at 3/9, which indicates a need to restore it soon, Defesting the cow
Collect nore (Priority: 3/5):
cecential crafting tools, weapone, building nateriale. player currently has only ons plece of wood in their inventory. Chopping down the nearby tree would provide nore weod for the player's nceds.
Question: Weat are requirenents for the top sub-tack? that should the player firet?
Insper:
Bequirenents for the sub-task (drink vater):
Locate to the water source.
such lake
The player chould first locate vater cource nearby. Since the observation does not mention any water source, the player should explorw the suszoundings noving or river to drink and roplenish their thirst level.
veat, north, south, searching aoving lake
Queation: List top actions the player should take and the requiteeent for each action. Choose ORLY frox. the liat of all actions. Indicate their priority of
Ansver:
1. Priority: Hove Best (Flat ground right to the agent): This action will help you explore your surrounding and poteatially locate sater source. Requienett: flat ground the east.
Peiority: Hove Veat (Flat ground
the agunt): This action poteatially locate a vater source. Requirenett flat ground to the west.
help you explore your aurrondings and
Peiority: Nove North (Flat ground above
agout): This action will help you explore your surroudings and find water souzce. Boquirenctt: flat ground to north.
4. Priority: 2 Nove South (Flat ground below the agant): This action will help you explore your surroundings and locate snuth.
Repurerant::
ground
6. Priozity: Do (Facing creature or naterial; have necessary tool): This action will allow you to inceract with the nnviroment, auch coll bollenning rexourcea or cmmatting zonsters. Depanding on the situution and the objacta
257

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requireaenta vary. For exasple, 1f you're facing you'll need to get
pickaze defeat
Question:
For each action in the lint, are the zeguirenente not?
Peiority: Nove Eest (Flat ground right agant): Yea, the ruquiseenta are nut as flat ground the east.
Priority: Nove Veat (Flat ground left agant): requireenta weat.
flat ground the
3. Priority: Nove North (Plat ground above of the agent): Yuu, the requizeneata aze put as there is flat ground the
Priority: 2 Nove Bouth (Flat ground below the agent): Yes, the requirezenta are zot as there is flat ground to the wouth.
Peiority:
(Facing creature naterial; neceasary cool): current observation that you are facing graax, shich down not requira any particular action or taal. The raquirenenta are not net for any seaningful action at the nammi.
Queation: the last player actionn auccend? Why?
Ansver:
Yes, the last player action (nowe, north) sncceeded because flat (graze) the north direction, alloving player
Qceation: Choose the best axecutable action from above.
Ansowr:
ground right agent).. This help you explore your aurroundigs and potentially locabe water source. The requireeen flat ground the wast in net.
executable action above Priority
Slapp 160, Comulative Basard: 0.0 You took action move_east.
You
grane steps to your sest atons 3 staps to your wast
steps your north-vest
steps your south-east
furnace stapa to your morth-wwat
cou 5 steps to your south-vest
You path at your (oast)..
Your status:
bealth: 9/9
rood:
drink: 2/9
energy: 7/9
inventory:
good:
coal: 2
g0od_ pood_pickamo:
QA
Qcestion:
Ansver: Do
Question: objects
it provides and its olservation. each object, breifly
soquirenent.
Insper:
1. Grass: Provides no resources, requirement.
Provides resource, requires expty or as to collect.
vicd_pi
collect.
Iree: Provides
4. Path: Provides ne resources, no requiremet..
6. Table: Craft and place using vood, Required for crafting higher-level tools and weapons.
using Prorides food (meas) killed, requirment interact
Sequized
8. Player's Inventory: Holds the collected resources and crafted itens, updated as the player interacts with objects and crafts.
Question:
last action taken by the playor?
Ansver:
The last action takea by the player was nove_east.
Question:
object the list, are the zequirazenss Interaction?
Ansper:
1. Grees: No requiteentta for interaction; requizeenta set.
Bequizea sood_pickaze
collact; zequiresenta (player has vood_piskaze prone_pickaze).
Zree: Roguires an capty hand axe collect; requirenence (player can use an capsy hand).
4. Path: No requiseeeta for interaction; requismenna sut.
B. 7able: Crafted and placed using wood, requized for crafting higher-lovel tools and seapons; zequirenents net (player has
inventory).
Furnace: Crafted placed using stose, required awelting fros; requireeent net (player atone_pickese
collect more stone if needed).
7- Cow: No requirmeent to interact. with St; raguitementa ret.
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Playez's Inventer:: Holda collected resources crafted iten;; requizenenta objects and crafta.
player interacta
Question: List top sub-tasks the player should follow. Indicate their priority out of
Ansver:
collect Drink) to reatore the player'a thisst (cureent thirat luvel: 2/8)- 2. Priorisy 8/5: Collect food Giill cou or gros fruits) to restare the player's food level (curreat food level: 2/9).
Peiority 4/5: satur (frem
Priority 3/5: Collect sore rexourcea such vood and stone to craft better toola, smagone, and build thelter.
Queation: What: are the requi rementa for the top aub-task? What should the player firat?
Anaver:
The top sub-task is to drink vater reatore the player's thirat.
Requirenents: Find vater sourow like lake, pond, or river nearby..
What. should the player do firat: The player should explore the anvirnnnett and locate vater HOuTOw. (nce found, the player drink
their thirat.
Queation:: List top actions the player should take and the requiranent for each action. Chonse DNLY feor the 1iat of all actions. Indicata their priority out of 5.
Priarity 1: Nave (Diraction: Meat, Faxt, North, or Smurhh) Requirement: Flat ground in the chosen direction. The player should explorw the envirommet and locace vataz sourde.
Priority Drink Requirenent: adjacent
like lake, pand,
Once player
waler source, they ahould drink to restorw their thirst.
3. Priarity 3: Nave (Diraction: Veat, Fast, North, Bouth) Requitement: Flat ground in the chosen diraction. The player
should continse exploring the environentt locate for collecting wood, food cource, shelter recover energy, given the low food and energy lavela.
Priority 4: Do (Collect wood, chase necessary (if spplicable). Regage on shat the player has located.
other action) Requirenent: Facing the desired resourcn/zaterssl: callect sond, any necwesary resources, depanding
6. Priority 5: Sleep Requirenent:: Energy Tscel ix below rarinu. The player ahould find xafe place (1ike sheltar eleep recover energy when 1t is 18s.
Queation: For each action in the list, are the ragsirwents not??
Ansper:
Priority Nove (Direction: Bast, North, South)
player nove explore locate water acurew. The player can nove in any diraction where there la flat ground.
requirements
Priority 2: Brink
the requirenents not
baen's found water
3. Priority 3: Hove (Direction: Vest, Bast, North, or South) Yer, the requtrenente are net, The player can contimue esploring the environnent and locate more resources auch wood or food, or find shelter to recover energy.
Priority
chane cop, other action) Partiallyy met, the player wood, picc_pe and stone pickase in the inventary. which can help collect wood or stone. liosever, the player 1s not yet close to tree to collect more vood, and although they see cou, it is 5 stegs away.
Peiority 5i Bleep Yeu, requirencate are not. player's energy level belov maxixus, so they can sleep. Bowever, the player most find a safe place to sleep firet, 1ike a chelter or care.
Question: Did last player Ansver:
succoed?
Yes, the last player actioo (nove, east) succeeded because there var a flat path in the east direction, alloving the player to nove there without any obstacles.
Osestion:
best
action froz above.
Ansper:
The best exocutable action from the 1ist above is Priority 1: Nove (Direction: Vest, Bast, North, or South). The player can explore the flat ground for novenent various dixections.
locate
other This action executed siace there
Stop: 170, Cumulative Roward: You took action do.
You
grasa steps to your weat stone 3 steps to your east
tree 5 stupa to your north-veat your south-east
table steps
furnace steps to your north-vest
cou 6 stepa to your south-weat
You path your (waat).
Your status:
bealth: 9/9
food: 3/9
drink: 2/9
energy: 7/9
inventory:
wood:
coal: 2
iron:
wood_piciass:
259

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stton_ptccaae:
QA
Queation: Action
Ansver:
Question:
List objects in the curront observation. For each object, breifly ansver shat resource it provides and its
reqiiremnt.
Graes: pravides no spect reanurees and has no regiiimennt.
2. Stame: It providea the atone reaource and requirea pickazs (wood or better) to sine.
8. Tree: It providea vood rusource and requirea an ase or handa (Chough it's alovee) to chop it dovn.
seagons. requires allows analting fron other area. requitwa stons to nake place. 6. Cou: It provides food (xeat) when killed and has no apecific requirement.
Furnace: It'a analting atation arablea crafting
Th'x crafting
place.
Queation: What
laat action taken the player?
Ansver:
The laat action taken by the player was "da"".
Qsestion:
object
are requirezente
interaction?
Ansow::
1. Greas: No requiteennta, so they aze cut, You can interact with it.
iron) to mine. You have both vood and stone pickazes your inventory, Tewe: Bequirua an or hands chop down.
Stane: Requires pickaae (wood,
reguinwentt
havw an ase your inventory, but you can use your hands, if Purnace: Requires stome to make and place, You don't have stone in your investary, no if you vant to rake another furnace,
you can still interact with it.
4. Tabla: Requirwa wood to rake and place. You have unnd in your inventary, requi raquirenenta
nake
you need to collact atons first.
Com: specific requirenent for interaction. You interact with
Queation:: List top sub-taska the player should follow. Indicate their priority out
Ansper:
Collact Drink (Priority 5/5): Your drink lsval ix at 2/9, which in critical. You should find source like lake to collect drink replenish your thiret.
2. Collact Food (fat Cou) (Priority 4/5): Your food laval is 3/9, which in lew. You should kill the nearby cou and collwct zest
increase food level.
Collact Stone (Priority 3/5): you carrently have no stone in your inventory, you ahould collect. stome uxing your pickare for future crafting or building purposes.
Question:
requirenents for the top sub-tack? What the player fizet?
Insper:
Top Sub-tane:: dollect Brink
Bequirencats: Find
The player should first look for vater source in their surronnings.. not visible, the player can try noving in different directions (north, souta, east, or west) to explore the envireament and locate vater source. Unce found, player should tosarde the
collect drink replentch their thiret level.
Question: List top actions the player chould take and the requirenent for each action. Choose ONLY froz the 1ist of all actions, Indicate their priorisy out of b.
Ansver:
Priority Hove Bast closer the water source)
Requirement: Flat ground right to the agest.
Priority Hove Vest (Hove Requirenent: Flat ground
the source) agest.
3. Priority 3: Hove North (Kove closer to the water source) Bequiresen:
ground
the agest.
Priority 4: Hove South (Nove closer to the vater source) Bequirenent: Flat ground beloe the agent.
(Replenteh Beguiresent: Facing vater source (lake or rivez).
Priority
Queatimn: For each action the
the requirament net?
Ansver:
1. Priority 1: Hove Bast (Kove closer to the sater source)
Bequirenents net: Yea, flut ground prwsent to the right of the ageat.
Peiority 2: Hove
closer the vater source)
Bequicesents net: Yea, flas ground is present to the left of the agent.
Peiority Nove Bequirenents net: Unkaoou,, the player'a observation does not provide information about northward conditions.
the source)
4. Peiarity 4: Nave Bouth (Nove closer the water source)
Requiresents Unlssoun, the player's observation does provide information about southward conditions.
5. Priority 5: Collact Drink (Seplanish thirst lerel)
Bequirenents net: No, the player not carrently facing vater source (lake rivez). They need to move closer patez first.
Question: Did the last player action succoed? Why?
Ansow::
260

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information intended player trying do. surrounding mnvenntent the plajar's atatua inventory resain unchanged baiceen atepa 335 and 240, which indicases that nothing significant uccureed sa resuls of the action. It's pozaibla that the "do" action was not valid for the current context lacked specific target.
if player
succeaded
Queation: Choose best executable Ansper:
The beat azecutable action from the liat above ia Priorisy 1: Novw Best (Neve cloawe to the water souros), since ita requirmaett
present zight the agans.
You action nove,
You
gresa stepa your
stone stega to your east
tabla staps to your anuth
furnace stepa to your north-vaat
steps your
You fuce path at your fromt (waat).
9/9
food: 3/9
drink: 2/9
energy:
Your inventory:
good:
iron:
goad_ptcoo podd_piciaze:
pickaze:
Osestion: Action
Anaver:
Queation: objects current observation. each object, brwifly anszer resource it pravides ita requirenent.
Ansper:
resources but indicates ground aoveront; requirenente.
2. Stane:
Provides stone resource for cratting tools, veapons, and placing the ground; requires sood or stone pickaze
Table:
Allovs crafting of tools and ceapons; requires wood to craft.
Purnace: Allows eneiting of for
tools weapons;
6. Coz: Provides food shen deteated, which helpe restore food level; no requirenents to interact.
Path: ground
requiresents.
7. Vood Piciaaze (tavestory:: Allous collecting stose and coal. resources; requires wood and table to craft.
Stone Pickaae (tavestory): Allovs collerting
requiros
and table craft.
9. Vood (Lnventory): Basic resource for crafting tools, veapous, and placing on the ground; can be collected from trees.
10. Coal (laventory): Used soelcing
collected using wood pickaze.
11. Iron (irventory): Used to craft iron tools and reapone; obtained after exclting iron ore in furnace using coal.
Question: Vhat
last action taken the player?
Ansver:
The last action taken by the player was nove_east.
Queation: For each object
the requirasenta
Interaction?
Ansver:
1. Grass: No roquireneats for interaction, so the requirenents are ect.
Bequires sood pickaze collect; you have both vood_pickaxe and stone_pickaze your inventory, requizencate are
3. Table: Ho requirenenta for iateractios, the requirenetts net. Houever, crafting tools and weapons the table
requirea specif
inventory.
Furnace: No requiremets for interaction, so the requirenett are net. Hovever, sxolting iron in the furnace requires coal in the leventary.
requireneats interaction, requirexente xet.
6. Path: No zequizenenta for interaction, the requirensnts net.
Pickase (lnventory): requisemeta interactios, ao requiraeenta arw
8. Stane Pickazw (inventary): No requireeenta for interaction, the requirenenta are
261

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dixectly in Anventory, but used craft. 10. Coal (irventory): Camnot interact with coal directly in the inventory, but it can be used for: amelting. directly in inventory, sesgонa (with acceaa table furnace).
Vood (lavestory):: Camnot
(irventary):
and
Queatiim:: List subrtaaka the player should follow. Indicate their priority out of
Acsver:
Rextore drink level: Your drink level ix currently at 2/9, shich low, patting this tack at high priority. Find sater sourow, like lake or a river, to drink from and testors your drink level. Priority: 5/5.
Reatore food restorw your level.
Your level
the you apotted get is of radiurciggh priority. Priority: 4/5.
also
3. Graft Tron Saard and Tran Pickaze: You currantly have zone iron to craft stronger tools and (tror.picken pickace and the
and neebed, your izos_ sward)) you say task of nedius priority since you already have acone stone_pickooe and pock_pi tools Priority: 3/5.
Locata
Osestion:
requirenents top
player
Ansow::
For the top aub-tank, which in to restore the drink level, the requiimenta arw:
Deink satar to restore your drink level.
To accmplisa ish this, the player should firat. move tovarda the nearwat vater source. If water seurow is not imsdintell found, player the vater
vieible, player restore their drink level.
explore eurroundings
Osestion:
Last actions
should and requirenent for action. Choose ONLY the liet all priority
Ansver:
Baxed on the player's current status and inventory, the top actione they should take are:
Priority
Action:
Move (in any direction Vest, Bast, North, or South)
Reguiramant: Flat ground in the chosen direction.
Purpose: explore surroundinge and
Priority
Action: Do
:equirement: Pactig
drink fron. zestore the level.
Purpose:
Priority 3:
Action:
baving the nececeary tool (rood_piciaxxe) inveatory. Purpons: To collect nore wood for crafting and buslding.
Bequirement: Facing
Priority
Action:
Bequirenent: Jearby tsble; wood in investory.
Purpose: To create reapon for defending againet any encountered ronsters,
Priority
Action: Hove (in any direction: Vest, Bast, North, or South)
Requiremen:: Flat ground in the chosen direction.
Purpose: find
restore the food level by earing
Question: For oach action in the list, are the requirezente nct?
Ancper:
Action: Hovo any direction Vest, East, North, South)
Bequirenent: Flat ground in the chosen direction.
Bequirenents Not: Yes, there is flat ground to the vest and east, which the player can nove to.
Priority
Action: Do
Bequirement: Facing vater cource to drink froe.
Requiresenta Not: player located
observations.
Priority 3:
Action: Do
Beguiresent: Facing
the necessary tool (vood_piciazee) Soquircnents Met: Partially, the player has wood_pickaze in their inventory, but tree is directly front ther.
Priority
Action:
Requiresent: Jearby table; wood in investory.
Bequirerenta Not: Ywu, the player has 1 wond in their inventary, and thera table stapa to the south.
Friority
Action: Hove (in any direction Veat, East, North, or South)
Bequirenent: Flat ground in the chosen direction. Requirerants Yea,
ground Lo restorw the lwvel.
player
Find and
Queation: Did the last player actiion succeed? Why? Acsver:
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---

the player
succeeded player to nove direction.
ground patt) east of player, alloving
Question: Choose the best ezecutable action Irom. above. The executable action from the above is:
Priority 1:
Action: Hove any direction
North, Bouth)
Requiramntt: Flat ground in the chosen direction.
This action will allow the player explore the surroundiggs and locate water souzce, find moze resources, and chase
172, Cunulative Revards
You action do.
You
grans steps your
atons staps to your wast
table 3 steps to your south
furnace
to
north-vest
steps your
You face path at your frons (east).
bealth: 9/9
food: 3/9
drink: 2/9
energy:
Your inventory:
wood:
coal:
sron:
sond pickase:
stone_picisze:
Doeation: Action
Anspor: North
Question: List objects in the curront obeorvation. For each object, brosfly anceer shat rosource it providee and 1tc reguiremens.
Amsper:
Prorides: Saplinge interacted with. Requirenent:
2. Stane Provides: Stone as resource when mined with the wond, pickare or stone, stone_piclane pickaze. Requi:ement: Wood, Nood_pickaze or
Stose_ pickazec
Table Prorides:
cratt tools and Furnace Provides: Saclting various resources such as iron. Roquirenent: Stone create place.
Requirenent: Vood
and
6. Coz Provides: Food (scat) phen hunted or defested. Requirenent: Sone.
Question: What
last taken the playor?
Ansver:
The last action taksen by the player was "do."
Question: For each object
the
interaction?
Ansper:
Grass Requirenents net: Yes, no specific teol noeded to collect saplings free the gress.
2. Stone Requirenente net: Yes, the player has pood_ptciare and stooe_picciare in their inventory, which can be used to wine
table already placed available for crafting 4. Furnace Soquirenetts xet: Yes, the furnace is aiready placed and avsilable for enciting resources ruch as iron.
Zable Requireseats net: Yes,
yeapons.
B. Cou Bequireznnta net: Yes, the player can interact with the con vithout any specific tool oz Bouever, having obtain food.
weapen would
defest
Question: List top sub-tasks the player should follow. Indicate their priority out of 6.
Ancper:
Drink (5/5 priority) player's drinks is (2/9). player should find restoze their thirst.
(lake river
2. Obtain food (4/5 priority) The player's food statua ls low (3/9). The player should consider hunting the nearby cou groving fruits eating existing plants
finding food
their bunger.
3. Saels from (3/5 priority) - The player has ires, coal, and furnace their vicinity. The player can smelt the iron to obtaia iron. ingots, which can be used to craft more advanced tools and veapons 1ike an irom sword iron pickazo.
Question:
requirenenta for the top aub-task? Nhat the player firat?
Ansper:
Top sub-tank:: Drink vatur
Boquiremonts:
1. Find a vater sourcw, auch as lake or river, sear the player's la locatiion.
2. Valk to the vater source.
player should do first:
Siace the playez's current location doese't, shos a vater source nearby, the player should explore their surroudings (aove north, south,
swat) find lake river where they own drink water to rastore their thirst.
263

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Question: List top
player should and requirensnt for action. Choose ONLY frox the 1ist all actions. Indicata their priority out
Ansver:
1. Priority 1:
Nove North for any other direction) Bequirensat: Flat ground in the direction of novesont. The player should explorw their surroundigs find
they
2. Priorisy 2: Do (drisk vater) Requizonent: Facing vater souzce Clake or river). This action is necessary to zestore the playurta thirat, which is currently lov (2/9).
Priarity 3: Novw touards Cov Requirmmtt: Flat: ground in the direction anverent. The player should get: cleser the cow to be abla to sat and reatore their food.
Priarity (eat naw) Requirerett: Facing now; having nacasnary (prefarably
aword). Rating
will reatore the playarts food.
5. Priority St Sleep Requitanent: Energy lwcal ix below rarinus. Slaeping will help rextore the playaria which currently 7/9. Bounver, the player should find place slaup, away fror potantial thresta like hazarda.
Queation: For euch action in the list, are the zeguirements net?
Priarity 1: Nove North (ar any other diraction) Yea, requi rement for flat ground is net maving any direction alncw the player'a clservation sentionn grass, slose, table, furmace, and cow in varioua directions.
Priority (drink untwr)
the requi facing mention any vatar aearby.
ret, player'a observation
3. Priarity 3: Nave towards Cov Yex, the requireeett la net. The player can tovarda the by navigatting the Flat ground cop'e direction (eouth-weet).
4. Priority 4: De (eat. now) Not. yes, ax the player needa to get closer to the con and face it beforw seeting the requirenent.
Priarity 5: Slaup Partially, the energy requireeett (7/9) is set. Rossvwr, finding safw place to aleap not rentioned in the observation, so this requirement renains uncertain.
Qsestion: last player action euccoed? Nhy?
Anzver:
Ve camns datarsine if the last player action ("do") succeeded bacause there is no information provided about what the 342 and 344,
player
that stop. gane obeerration remains the ouscome interaction
Qsestion: Choose the best executable action fron. abore.
Ansper:
The exocutable action
above Priority 1: Nove (oz any other direction). player can explore their surroundinge and potontially rind vater cources or other zecercary resources.
Stap: 173, Cmmulative Roward: 0. You took action move, porth.
You see:
stone 2 steps to your north-cast
path steps to your south steps your north-east furnace stops to your north-9est
cow steps to your south-west
You
your (north).
Your status:
bealth: 9/9
food: 3/9
drink:
energy: 7/9
inventory:
rood:
coal: 2
iron:
piclasee:
stone_pickaze:
QA
Queation: Action
Ansver:
Question:
List objects in the current obsorvation. For each object, broifly anseer what resource it provides and its
requireent.
Anaver:
1. Stone: Provides stone resource; requires stone pickaze or better to collect.
2. Path:: No resource provided; so requirement.
Lava: Frovidea light and dispose unmanted iters; requirenent
with, castion advised
cause dasago.
Furnace: Allowa for aulting iron and cooking food; requirea coal as fuel and itess to be aselted or cooked.
B. Cok: Provides meat shen defeated; specific requirenont to defeat, but having seagon is zecomsndedd
plant grow crope; requirmeent inventory): Peovidea vood craft toola build atructurws; zuquires wood pickace or becter collect from trees.
direct
drop
8. Coal (in inventory): Used as fowl in furnsows; requirea vood or better pickazs to coll from coal ore.
264

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(in inventery): Used crafcing rools veapona; zequires pickaze collect furnace anelt.
10. Wood pickase (in invencory): Ueed to collect vood, atone, and coal ruaources; requirws wood and crafting table to create.
Stane, pickaze inventory): Uand collect crafting table, to create.
reamurcws; requiraa wond atone,
Queatiin:: What wna the laxt action taken the playse?
Acsver:
The last action taken by the player uns "nove, north".
Queation:
For each object in the list, are the zequirenents net for interaction?
Stame: Yea, requiimmena eut stone_pickez in inventory.
2. Path: No requicerett for interaction; just zove as needed.
5. Lave: Cantion is advised; specific interaction requi rements, but avaid getting too close. currently
spelt no specific weagoe needed, having seapon would help. 6. Greas: No requi rementa for intaraction; just intaract if daxirad.
Requieeenta
inventory,
Yea, requirenenta
7. Vond (in inventory): M/A, alreedy lnventory.
inventory): W/h, already iaventory.
Tran (in inventory): M/A, alrwady inventory.
10. Wood pickase (in invencory): M/A, already in inventory.
11. Stone pickaze (in inventory): M/A, already inventory.
Question: List top aub-taska the player should follow. Indicate their pr priority out
Anager:
Find water sourew and drink fros it reators thirst level (Priority: 5/5)
cook Une the furnace to smals iron and craft iron tools and veagone to inprove survival chances (Priority: 3/5)
restore Level (Priority: 4/5)
Osestion: Veat
requirenents for the eub-tack' What should
firet?
The requi
top aub-taak (finding water acurcw drinking fron it) arw:
Locate water acuree (like lake, river pond) within the source.
Appreach
3. Drink from the vater source to restore thiret.
The player chould
locate
within gaze, zhich may require arcund ceviromment and floving
esploring
They water, and keep an eye the map or vianal caea to help then savigate.
water
Qsestion: Last actions the should take and requirenent for action. Choose ONLY frox the lset all actions. Indicato their priority out of 6.
Insper:
1. Action: Hove East (Priority: 1)
Bequirenent: Flat ground
the
2. Action: More North (Priority: 2)
Requirement: Flat ground above the agent.
Action:
(Priority:
Requirenent: Flat ground left to the agest.
Action: Hove Bouth (Priority: Bequirement: Flat ground belov the agent.
6. Action: Sloop (Priority: B)
Requirenent: Energy level is below
These top 6 actions prioritize exploring the envirommntt by noving is different directions to lecate essential resources and zazage the player's energy level by sleeping when necossary.
Question: each action the list, are the zequireseate nct?
Insper:
1. Action: Hove East (Priority: 1)
Bequiresent: Flat ground right the Status: (Stone is stepe the east)
2. Action: Hove North (Priority: 2)
Bequiresent: ground above agent.
Status: Het (Grass is at player's freat the north)
3. Actions Hove Rest (Priority: 3) left
Bequiresen::
agent.
Status: (Grase is step to the sest)
4. Action: Hove Bouth (Priority: 4) Requirmeent: ground belos apent.
Statua: Mat (Puth la acep the aouth)
5. Actions Sleep (Priority: 5)
Bequirssnn:: Energy level is belou saximun.
Status: Set (Inezgy lovel is 7/9, shich belos the aaximun level)
Question: Did the last player action succeed? Why?
Yea, last player action toovenoothh sucowded. The player wua nove north becsuas there flat ground (greas)
in that direction, alloving then to nove vithout any obstacles blocking their way.
Queation: Choose best executable action from
265

---

The wcecutable actiion from above Bast" (Priority: 1). The requirement this ground right to the agentt in net wa there in aloow two alaga to the waat.
semessaennStpp: 174, Cunulative Reward: O, DOeESOOKK*
You taok actiion
You nen:
greza staps to your seat
stone stepa to your north
steps your
furnace stapa to your narth-veat.
You fnom path your front (eaxt)....
acacus:
bealth: 9/9
Food: 3/9
enwrgy: 7/9
Your inventory:
iron:
sond pickase:
stono_piciaze::
QA
Queat.ion: Action
Ansper:
Qsastion:
List objects in the current obeervation. For each object, breifly ansver shat resource it providee and ise
Ansper:
1. Stane: Provides stone resource when nined; requires either wood_pickare or stome_pickaze to collect.
2. Path: Provides no rasources; no regriteent to intaract.
Lava: Dangerous, provider resources; avoid getting
tron; requires Grazn: Procidex no resource;; can ualked with no requirmants.
seelting recources
place.
6. Vood: Provides eood resource vhen chopped; requires an axe to collect, but not preeent in the current obcorvation.
Coal: Provides
resource
pickaze collect, not present the current obeerzation.
Iron: Provides ires resouzce
xinod; requires scosc_pickaze irckepaccaxe to collect.
9. Con:: Provides food shen killed; no specific requirenent besider attacking with any weapon or tool.
10. Enargy: Increazes when reeting, eleeping, or consusing food and drink; agent needs to manage energy to avoid exhaustion.
Bote: objects neationed
are not directly present obcorvation
earlier observations
and inventory.
Qsestion: Veat
last action taken the player?
Ansver:
The last action taken by the player was "nove_cast'.
Question: For each object
the requireneate
intoraction?
Ansver:
1. Stane: Yes, the requirerente are net as the player has both seod_ptckaze and stono_pickare in their invectory.
2.
Path: Yes, there no requieeennt interact with the path.
Lova:
Not applicable, the player chould avosd interacting with Yes,
Purnace:
player
it they close enough, they have irom thear
inventory for snolting.
6. Grass: Yes, there no requireentt to interact with grass.
Wood: Not
observation. it present, player would need collect which their inventory.
they currently don't
7. Coal: Hot present in the current observation, if it were present, the player would have the required wood_pickaxe or stone pickaze in their inventory.
Yee, player interact (attack) with stone_pickaze pron_pickaxe their inventory. using any seapon 10. Energy: Yes, the player cas nanage their energy by cousuning food, drink, and reating or sleeping when needed.
Irea: Yes, player
tool.
Queatimn: top sub-taaka player should follow. Indicate
priozity
Ansver:
1. Priority 4/5: Collect Drinks The player has los drink (2/9), so it is crucial to find water source and drink from it to reatore thirat.
Priority 3/5: Restore Food The player has food (3/9). They chould either the they etops the southoest oz find other food sources to eat and increase their food level.
Peiority 5/5: Find Safa aleup to ansure their energy level stays high, saabling than perforn other tasks affectively.
The player's energy
should find place
Queation: Vist new the requiteeena for the top aub-task? Vhat abould the player do firat?
Ausver:
The top sub-task is "Oollect Drink" priority of
Bequirenents:
sourew, such
Viat should the player do first:
The player should erplorw the surroundings inga to locata water source. They can in diffwrent diractions (narth, south, source, they should drink from. their thirat.
for Duce they find
266

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Queation: top
the player should take requirement for action. actiona. Indicata their priority out of 5.
From
Ansper:
Action: Hove Fast (Priority: 5/5)
Requiranant: ground zight to agent.
Beason: To exploze the surroundings and soarch for a satez source.
Action: Hove Hest (Priority: 5/5)
Requirarent: ground left to agent.
Beason: To waplore the sorroundinga and search for a water source.
Hove (Priarity: 5/5)
Requirarant: ground
agent.
Beason: To eaplore the surroundings and search for a watez source.
Action: Hove Bouth (Priority: 5/5)
Requiresant: ground
agent.
Reason; To explore the surroundinga and search for a unter zource.
(Priorsty:
Requirarant: Pacing vater aоurew, auch ax river. Besson: To drink from the water source and restorw the agent's thirst.
Dreation: For action
requirmeents net?
Ansver:
1. Action: Hove East
Requirerent: Flat ground right to the agent.
(Currently facing path
2. Action: Hove Neat
Requirement: Flat ground left to
grass staps
3. Action: Hove North
Requirazent: Flat ground whove of the
(Ourrently facing grass
Aation: Hoen South
Requirement:
ground belor
path step
6. Action: Do
lequirement: Pacing
such lake
Not pater source
the sursonndngg))
Qsestion: Dad the last player action succendy Why?
Ansper:
player action then to move in that direction.
succeeded
ground (patt) player, alloving
Qsestion: Choose best executable
Ansver:
The best exocutable action from sbove to "Hove Bast" because it neets the requirenent of having flat ground (patt) to the agent 'e right and allows then to explore the surroundinge nearch of water source to restore their thirst
Stop 176, Cunulative Revard: move east.
You soe:
grass steps your
stone steps your
1ava stops to your northh-cast
iron 5 steps to your north-east
You path your
Your status:
bealth:
food:
drink: 2/9
eaergy: 7/9
inventory:
vood:
coal: 2
wood_ good_picin pickase:
stone_pickaxz::
QA
Question: Action
Ansver!
Move zess:
Qoeation: objects
object, breifly providea
Ansper:
Grazs: Providex specific rexource, but. ia flat, surface; raguirmeents.
267

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Provides
shich used crafting tools and building; zequires vood_piclaze
collect.
Lave: Dangeroua to touch, doea not provide any resouceen directly; avoid coning into contact with lava.
Iron: Provides iroa resource, which can be used for crotting acronger tools and seapons; requizes stoue_pickaze
better collect.
Path: Provides flat aurface
oa; requiranent..
Wood (in inventory): Provides wood resource, shich is used for crafting tools and building; collected from treed usitgg any
type of tool bere handa.
Coul lnventory): Providea fuel for amelting in furnacea Light for torchea; requirwa wood_pickaze batter to collect.
Vood_ plckaiic (in inventory): Daed to collact baxic resourewa like stone and coal; requirea wnod and crafting table to create.
pacipppcccaee inventory): Used collact internediate to create.
like troe; requires stone, crafting table
Qreation: What. una the laxt action taken the player?
Ansver:
The last action taken by the playur was nove_
Question:: For euch object in the list, are the reguirement oet for interaction?
Ansver:
Grazs: Yex, the reguiremets are net it in just flat surface on which you can walk..
Stone: Yea, the suguirennta are aut since you have sood pickase in your inventory, which is required to collact stowe,
Lave: The requirenent to avold coming into contact with lava is
long you don't tosards
requireeets
you is just flat surface on shich you can walk.
store
your inventary, which required collact iron.
Path: Yea, requirmenta are mst
Vond (in inventory): The wood is already in your inventory, and there are no requirerants for interacting with it.
Coal (in invwntary): The coal alrwady in inventory, and there are requireranta for interacting with it.
Wood_ pood_piciaae inventory): requieeentss are needed interaction
already in your invenzory.
Stane pi (in inventary): No requiremnte are neaded for inseraction an st. in already in your inventory.
Osestion: Last
sub-taske the player should follow. Indicate their priority out
Find and drink vater to restors the player'a thirst laval (Priority: 5/5)
2. Pind food or collect resources to cratt food itens to restore the player'e bunger level (Priority: 4/5)
S. Callact nore fron to craft iron svord for better defense and progreex forther in the (Priority: 5/5)
Qsestion: Vhat are the requirenents for the top sub-tack" What should the player do firet?
Ansuer:
Requiremente for the sub-task (Find and drink vater to the player's thiret level):
water scurce Nove touards the water snurce.
river.
3. interact with the sater source to drink and restore thirst.
the playor should do fizet:
1. Look for a nearby sater sourco in the player's e observatioos or move around the area, to find one.
Question:
List top actions the player chould and requirenent for each action. Choose ONLY frox the 1ist all actions. Indicato their priority out of
Ansver:
1. Priority 1: Hove tovards the vater source (Kove Vest, Hove East, Move North, or Nove South)
Requiroments: Flat groun
direction the sater cource.
2. Priority 2: Drink from the vater cource (Do)
Requsrements: Facing the water source.
Priority 3: Collect nore good (Do)
Requirenents:: Pacing tree or good; have a wood pickaze or other necessary tool.
Priority 4: Eat food to rectore player's food lovel (Bat Bat Plant)
Requsrenents: Cow or plant avaslablle in the inventory.
6. Priority 5: Graft an Iron Pickaae (Maiee Iron Picktaze) Requiresents: Hearby table, furnace;
coal, and iren in inventory.
Question: For each action in the List, are the requirenente net?
Ansver:
rovards the sourco: Yes, the requirenent of flat ground the direction player can zove east west to approach vater cource.
The
2. Drink from the vater source: No, the player is not currently facing the water source. They need to move towards it fire: then face
3. Collect nore wood: No, the player is noither fecing tree nor wood. The player needs to locate a tree and face it before they collect wood with their vood_pickaze.
Eat food to restore player's food level: No, the player does currently have cou or plant in their inventory eat. They need to find a cou or plant and obtaia it before they can eat.
Graft Tron Pickass:
the player needa searby table fursase, inveatory. They currently have vood, coal, and iron, but are not noar table furnace. They need locate and approach a table and furnace to fuarill this requireneat.
wood, coal, iron thair
Question: Did the last player action succoed? Why? Ansver!
Yeu, the last player actioon (sove_eaac) succeedee because there waa flat, path in front of the player to the waat, allozing then to move in that direction.
Queation: Chooae beat executable action Irom above.
Ansver!
The best scecutable actiio from the 1ist above laz
268

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Rove Requirenants: ground direction the water aource.
sovards (Nove
This action can be executed slace the ground in flat in the direction of the vater souzce, and the player needs restore drink level. player
approach
176, Cusulative Revard:
You action nove, swat.
You
greas steps your
atane ateps to your
lava atepa to your nor norshreast
Fornace
to northrveat.
You path your (seat).
Your atatus:
food: 3/9
drink: 2/0
energy: 7/9
inventory:
woad:
coal: 2
good pickaze:
stone pickkss::
QA
Hove Anst
Qsestion: objects current obsorvation. each object, broifly resource it providee ite reguiremens.
Anaver:
Recource provides: Saplings or
Requiraeent: Mann.
Stane:
Resource provides: naterial
pickaro.
Requirement: Food or stone piciaze to niso.
Resource providee: Light posetbly
energy Requirerent: Avoid direct contact, an it can cause dazage or death.
caretully.
Iren:
Resource provides: saterial
pickazo.
Requirenent: Stone or iron pickaae to nizo.
Resource provides: coelting Requirenent: Sequires coal as tuel and ores (eigo, iron) to melt.
other eres.
Path:
provides: Requirexeut: Flat ground so nove on.
player
navigate gane
Question: What
last taken the player?
Ansver:
The last action taksen by the player was "nove_ueet".
Question: For each object
the requirenente intoraction?
Ansver:
1. Grass:
Requirenents net: Yes, interact with grase 2ithout spectiic tool or requirenett
Stone:
Requirenents net: Yee, you have wood_pickaxe and a stonc_pickaxe is your inventory, which can be used to nine stone.
Lava:
Requirenents No, interaction
bucket) to nove ox use lava without causing dazage. eafely intoract it, you (o.g..
can
Requiranents net: Yea, you have atone_pickace your inventory,
iros.
5. Furnace:
Sequiresants you have coul fuol and
your inventory amelting.
6. Path:
Requirenents Dec: Yes, nove the the ground is flat.
Queation: top sub-taaka the player follow. Indicate their priority out
Ansver:
Collact water (Priority: 5/5): Given that drink level in 279, finding water aource and replaniahing thirat. ia top priority.
269

---

Collact food (Priority: 4/5); Your food lacel ix at 3/9, so you need sourcea 1ike fruits, vegatablle,, aninala co incresse your food supply and avoid starvation.
Saals fron (Priority: 3/5); With and iron your inventory will help you create better toola sesgoua, isproving your ability to survive in the gane.
furnace nearby, sellinng
ingota
Queation:: What. aew the requirenenta for the top aubrtask? What should the player do firat?
Acsver:
Top subrtaxle: Collact water
Bequizenents:
riwer). Bave an wapty container (auch wa bottlw or bucket) to collact the vatar. you don't have container, you '11 craft one.
Veat. the player should de first:
Blace the player's current drink level lon, finding vater aource should the issadiate priority. It ixportant esplors the anvironeett, noving wither eext or seat to lncate a uater sourcs much ax lake, river, or small pond. lnce the unter source found, the player drink directly from it ustil they find or craft suitable container portability.
Queation:
Liat top actions the player should lake and the requitemant for each action. Choose ONLY feox the list of all actions. Indicate their priority out of 5.
Priority - Move Best or Hove Heat: Requirenent: Flat ground the chesen direction. The player should explore their murroundings to find a water source (lake or river) to quench their shiret.
Priority
Requirenent: adjacent water source, Once the player finde water source, they drink from it. to replentsh thair drink level.
Priority Hove North Hove South: Requirenent: Flat ground the direction. The player should explore possibly
place up
4. Priority 4 Place Purnace: lequirenent: Stone in inventory. The player should place the furnace to be able to enelt iron, which will allow crafting of better toola vespors.
Priority Xalee Iron Pickaae or Kaise Iron Sword: Requiremnt: fiearby table, furnace, wood, coal, and iron in investory. Craft an iron pickaee or an fron woord to imprave mining and combat capahilisias. Nake Tron Sward night. he prieritized the player has only iron the inventory, and crafting iron sword will defeating dangerous creatures.
Qsestion: For each action in the list, are the requirenente net?
Ansper:
Priority Xove Bast oz Movo West: Yes, the requireents zet. The player faccs path in both directions (cast and west), and neods to explore their ourroundiage to find a water source.
Priority Brink:: Currently, the requiresente by exploring the esvironnent.
player needs find
(lake river)
3. Priority Nove North or Hove South: Yes, the requrenents are net. There is a stone to the north, and noving south has no obstacles nentioned the furthor.
observatioo, indicating the player choose either direction. explore
4. Priority 4 Place Purnace: Yes, the requirenents are net. The player har stoze in their inventory, no they can place the snolt
Priority Make Iron Pickaae or Kaise Iron Sword: No, the requirenents are not zet yet. The player chould firet place the furnace to be able to saelt iron, which requires action d to be execated. Horeover, the player currencly has only enough for crafting both iron pickaze and evord. They should prioritize crafting iron
ires, which
firet.
Question: Did the last player action succoed? Why? Amsver:
Yee, the last player action succoeded. The player was able to nove vest because there was flat path froat then that directioc.
Question:
Choose best executable
froe.
Ansper:
The best execatable action frem the list above is Priority 1 Move Bast or Kove Mest. The requirenetaa are not, and the player should explore their curroundings to rind a vator source (lake or river) to quench their thirst.
Stap: 177, Casulative Revard: O. D.Deeeeeeen.
You took action move_
You see:
stone 2 steps to your north-oast
stepa your stupa to your norcheeast furnace 6 stops to your north-vest
You grass your front (west).
Your staius:
health: 9/9
food: 3/9
drink: 2/9
ecergy: 7/9
inventory:
270

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wood:
coal:
iron:
vood_pickazee
pickaze:
QA
Question: Action
Ansow::
Place Furnace
Queatiin::
List objects in the current oiservation. For each objjec, breifly anscer what resource it providea and itw regliramnt.
Stame:
The stone providua resource for urafting toola like pickazea and awords or constructing objects like furnacea. The requicezent to collect scone is to have sood_pickase or bettez in the investory.
Path:
and indicatea previously viaited locations. dowan't give direct resource. requiremntt to Interact with the path.
The path providea masier
3. Lava: Lava is dangeroux and can baze kill the player if they cone into contact with it. It can be utilised us a heat source furnaces collected an iron, bucket in your incentory.
an iron bucket, but not direct resource stself. collect lava, you need
Purnace:
The furnace 1s object required for smelting nateriale like and converting it into resources (tron, (ngos) place furnace, you
crafting veagana and
your inventory.
6. Grazs: Grass does not provide any direct resource but can be used to find saplinge when broken with tool or hand. No requireente to interact with but having tool night incraaas the chances of abtaining sapling.
Queation: What was the last action taken by the playyr??
Anaver:
The last action taken by the player nove_veet.
Questiin:: For each object in the liat, are the requirwaent net. for interaction?
Ansper:
Stane: Yax, the requirwants are sat for interaction because the player bax sond pickaaz and stone, _iin_xxe in thair investory. These are the necessary tools to collect stome.
2. Path: Yes, the regsirwents are net for interaction. There are no particular requirarants to intaract with the path, AX and just indicater previously ricited locations.
1t used for caster
Lave: No, the requirmant are not nat for interaction, becauee the player donx not have an iros, bucket in their investory, which is required to collect 1ava.
Furnace: Yos, requirenctt are not for interaction because the player has nearty furnace, and they have and iroz in their inventory. There are necessary resources for using the furnace to snelt iron into troot.
Grass:
Yes, the requirexents net for interaction because there specific requirezeate to interact with grass. player can break grass with tool or their hand
eaplinge.
Question: List top sub-taske the player should folloo. Indicate their priority out of 5. Ansper:
and vater (Priority: B/E): The playor's level 2/9, which quite los. They need to a vater cource like a lake or river, and take action 'Collect Drink" to replenteh their thiret.
Find and eat food (Priority: 4/5): The player's food level is 3/9, which can ingroved. They should search for cou, frust, or grovable plants increase their food supply. After acquiring food, they should take action "Eat Cop', Lat Plant', or 'Bat Prust', ,, depending on the type of food found.
Collect resources crafting
pickaxe and iron svord (Priorsty: 3/6): Although the player's energy level not necesrary and iron, sell
lov, they can benetst having bester and weapons. The player access to a furnace. They should take action (Nake Iron Fickaze' and 'Make Iron Svord' after placing a table using the good in their inventory.
Question: Weat are requirenenta for the top sub-task? what should the player firet?
Insper:
For the top sub-task, 'Find and drink vater", the requiresent is to locate a vater source like lake or river.
The player chould do follocing stepe:
1. Explore the surroundings: The player seeds to nove around (Nove Vest, Nove Bast, Hove North, Move South) to find a water scurcw. Ilservationa
the unvironaet will indicate
nearby.
2. Collect Drink: lace the player finds a vater source, they should take action "Collect Drink' to replentet their thirst. This action will increase their drink level, unsuring they hydrated in the gane.
Question:
List top actions the player chould take actions. Indicate their priority out of E.
requirenent for each action. Choose ONLY frox the 1ist all
Ansper:
Priority follect Drink: Requirerett:
like lake river, player'a drink level finding and drinking sater ahould be the top priority.
2. Priority 2:
Place Furnace: Bequirerent: Stone in inventory. The player already has stose, and placing furnace will allov thas snelt and create better toola and veapons.
3. Priority 3: Nake Trom Pickase: Requiremant: Kearby table, furnace; wood, coal, iron is inventory. The player has the zequired Items in the inventory. Crafting an iron pickaxe will help then collect nore valuable resources like diamonda.
4. Priority 4: Eat: Requirerent: Have food in investory or nearby food source. Increasing the player's food level would keep then hadl thier and active in the ganw.
271

---

providee and itc Priority Explero collect Requireaett: player should continse exploring aurrounding and collect. essential rracuroea like wood, atone, coal, and avsilable in anviroment to progreax further in the gass.
Queation: For action
reguiraeents net??
Anaver:
1. Collect Drink: Bequirenents not not The player needs to locace a vater source like lake or river, which is not sent iontinddddne in the lateat chaervations.
Place Purnace: Raguirmmnts net The player already has stome in thair inventary.
3. Nake Iron Pickaze: Requirenenta not The player has nearby cable, furnace, and the requized good, coal, and irem in inventory.
4. Eat: Requireaents not not The player doea not have any food in the inventory or nearby food source pestioned in the observations.
resouzces: Requirementa zet player is free explore the aurroundigg and collect rescurcea. Question: Did the last player action aucceed? Nhy?
Explore
Yex, the last player action (novw, weat) succeeded becauze there una flat path (grnas) in front of the player (unat), alloving then to aove in that direction.
Dreatiom:
best, axecutable
Ansver:
The bast execatable action from the List above is to Place Parnace because the requirerents for this action are met, and will allow the player snals iron and create better toola and
wew.eeeentttppp Stop: 178, Cmulatiiv Revard: 0. S..eeeeeee. You
place, furnace.
You see:
atone ataps to northreast:
path stops to your south
lava steps to your north-east
fornace staps to your north-weat
You grass at your
Your statue:
Ith: 9/9
food:
drink: 1/9
energy: 7/9
inventory:
wood:
coal: 2
pood_pickaze:
stome_ptciaar::
QA
Questioa: Action
Ansver: Do
Question:
List
obsorvation. For each object, broifly
requirenent.
Ansper:
1. Stone: Provides stome resources, requires a wood pickaze or better to mine.
specific requiranents Path: Frovides easier cource, requires backes to collect, but avoid direct contact as it causes danage. used as
Lava:
4. Furnace: Allous emclting of iron and other eres, requires placing with stone in the inventory.
6. Grass: Covers the ground, can be dug
create space but does previde any specific resources.
Wood: Present
inventory;
building asterials. for crafting tools, geapons, enolting.
fuel for furnace 8. Iron: Present in the inventory; used to craft irom tools and weapoas.
Coal: Present in inventory;
9. Vood_paciaaze: Present in the inventory; used to mine steme and coal.
10. Stane_pickase:
the inventory;
from
Question: What vas the last action takes by the player?
Ansver:
The action taken by player placing furnace (action placo_fursace).
Question: For euch object in the list, are the zequirasenta net for interaction?
Ansper:
you both picdape and stone_pickaze in your inventory. Path: Tes, requiremnnt are not there are no apecific zequirennts interact with path.
Yea, requirazenta
3. Lava: No, the requirements are not not because you currently don't have a bucket to collect the lava safely.
4. Furnace: Yex, the requirenents
nwt since suncessfully placed the furnsce per Player Observation Stap 356. you dig up the grass needed.
requirasents resources.
it does provide any specific
6. Vond: Yea, the zequireneta are aus, and you can use the vood for crafting or huilding.
7. Coal: Yes, the poquirenents are not since you have it in your investory and can use it as fuel in the fursace.
Tram:
reguirweent
you irom your inventory and
uauble ingota for crafting.
9. Vood_pickazo: Yea, the requirmeent are net. You have the vood_pickaxe in your inventory and can use it for aining stone and coal.
272

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have stone_pickaxe your lavestory Question: List top aub-tasks the player should follow. Indicate their priority out of S. Ansver:
10. Stone_pickase: Yes, requiresents fron other orea.
for wining
water and (Priority 5/8): drink lavel is currently at 1/8, vhich very low. Finding vater source drink from is crucial to avoid debydraction
Find food (Priority 4/5); Your food level call callacting frust, to replentsh your hunger and maintain your health.
which is well. You should find food, auch husting unimala
3. Saels iron (Priority 3/5): Since you have fursace, coal, and Irom in your inventory, smllcing the iron will allow you and sespons, improving your wining
capabilstinn.
Question: Waat are the requirenenta for the top aub-task? What should the player do firat?
Anspw::
For the top sub-task of rinding and drinkings
Requiramants::
Locate vater sourcw, such as Lake, river, pond.
the player should do firat:
1. Esplore the anvironment and search for a water source. Rove in the direction of any viaible vater body (w-g., move waat, vistble, choose direction and contitin exploring until vater source found.
weat, north, south).
Question: List top actiona the player should take actions. Indicate their priortsy out of 5.
requirement for action. Choosw ONLY frox the list all
Anavw::
Priority 1: Nove (Bast, the player explore the environeent and locate unter source to fulfill the ixrediate need for drink.
North,
Requirement: ground the choeen direction. This action help
Priority 2: Do Requirenent:: Facing sater and having empty container standing near vater This allows player collect.
3. Priority 3:
Drink Requirenent; liaving vater in the investary or having collected eater, This action will help the player restore their thirst. lavel.
Priority 4: Hove (Bast, keet, North, or South) Requirenet:: Flat ground in the chosen direction. This action enables the player to axplare their surroundings and locate food sources such ax frais treex, plants, or aninals.
Priority Requirezents Facing
creature, plant, required. Thix action allmu the player to callact. food, which they can ant to restore thair lavel.
source; having necesrary seapon
Qsestion: For each action in the list, are the requirasents net?
Ansver:
1. Priority 1: Hove (Bast, lect, North, or South) Yes, the requirenetts are net. The player can choose any direction with flat ground to nove.
Priority 2:
requirements are not not, player not yet located any vater cource to collect vater frox. They need to find a water source first.
Priority 3:
requirenetss not player has collected yet. They need find and collect watez before they can driak.
Drink
4. Priority 4: Hove (Bast, keet, North, or South) Yes, the requirenents are not, The player can choose any direction with flat ground
and search for food
6. Priority 5: Do Bo, the requirements are not not, The player is not currently facing an edible creature, plant, or food source, and may not hare the necessary tool or seapoe. They need to locate food source first.
Osestion: last player action succeed? Why? Ansper:
Based on the observations before and after the action (stope 35% and 306), At appeare that the last player action to place furnace did investory to place the furnace; hovever, perbaps the player was not standing on valid location did not face suitable direction for placing the furnace.
The
failure unclear, the player
have
their
Question: Choose best executable action froe. Ansper:
The best exocutable action from the list above is Priocity 1: Move (Bast, West, North, or South), which has the requiremen: of flat ground in the chosen direction. This action vill help the player explore the envirocment and locate vater food
fulfill their inssdiate for drink and food.
wasenseenStop: 179, Cusulative Revard: 0. D.Denseeaac You took action do.
You see:
stags your northreast
path atupa to your souch
lava 7 stops to your north-east furnacc stapa to your north-vwat
You face grass at your front (gest).
Your stazus:
Sealth:
food: 3/9
drink: 1/9
energy: 7/9
273

---

inventory:
wood:
coul: 2
iron:
pickase::
stone_pickase:
QA
Queat:ion: Action
Acsver:
More East
Queation:
List objecta in the current ciservation. For each object, breifly ansver what resource it provides and ita
regeirwant.
Ansoer:
3. Stone: Provides stose resource; zequizea a sood or scone pickaze to collect.
2. Path: Provides of voverent; requirasent.
bucket. needed collect.
Furnace: Illowa anelting of from; no requiresent.
5. Grezs: Can be used to create faraland for planting cropa; requires a hos to till.
6. Vond (inventory): Provides vood reaourcw; requirea nearby table to craft build itena.
(inventory): Provides
turnace; requireeett
Tran (inventary): Providea from readurcw; requirex nearby furmace snalt and table to craft itens.
9. Vood_pickasa (investory): Tool La collect atone; no reguiremnt,
10. _pickaee (inventory): Tool collect tron, coal, stone; requiremet,
Question: Viat. waa last
taken by the playur?
Anager:
The laat action taken by the player uxa *do".
Queation:
For each object in the list, are the requiraeents not: for interaction?
Ansver:
Stane: Yes, the requirezents
the player has pood.pickare and stone_pickars
interacting inventory. path.
regsireants
requiresets
Lave: No, the requireenta are not swt, ns the player dows not have bucket their invwntory to collect lava.
4. Purnace: Yes, the requirenenss are not, there are no additional. requieeents for interacting 9ith turnace.
Graza: No. the regsirwanns
the player does have hos their inventory to till (inrestory): Yes, roquirenntt are zet, as there no additional requirenens using sood the investary.
7. Canl (inzentary): Yax, the requirerents are rat, Ax thare are no additiiona requirarants for using coal from the investory.
(inventory): Yes, requirenetts are ret, as player nearby turnace with iran.
craft steas
9. Vood_picizzze (investory): Yos, the requirements are zet, as there are no additional requirezents for using po picaxe
fron the inventory.
10. Stonc_pickaxe (investory): Yes, the requireneats are net, as there are additional requirencats using sicke_pickaxe from the inventory.
Question:
List sub-taske player should follow. Indicate pricrity
Ansper:
3. Drink water to restore thirst (Priersty: 5/5): The player's thirst level los, and finding sater source to drink from
is essencial for survival.
Find food grow
level (Priority: 4/5): The player's food level is alco l8s, replentehang energy.
is necesazyy to maintain
3. Collect nore resources like good and iron (Priority: 3/8): Having nore resources in the inventery will allow the player to craft necessary tools and itens to ensure survival and progress in the game.
Question: are requirenents for the top eub-tack? What should the player fizet?
Insper:
For the top sab-task, 'Drink vater restore shirst":
Requirerents:
1. Find a vater source like a lake, river, or pond.
2. Get close enough to the vater source to drink. needed, create
(such bucket) carry
Vhat should the player do firet:
The player should first explore their surroundnggs to find vater source like a lake, river, oz pond. Dace they have found drink and restore their thirst level.
vater
chould approach the
Question: List top actions the player should taãse and the requirenent for each action. Choose ONLY frox the list of all actions. Indicate their priority out of 5.
Anaver:
Bore are the top prioritized actions the player should take based their current situation:
1. Priority 1- Move Eest: Requiremen:: Flat ground right to the agent. The player should
to navigate tovards the
they need find restore their thirst level.
2. Peiorisy 2
Nove North/Bouths Requirvmant: Flat ground above/belos the agent. The player nay need to zove north or south better position thenselved for finding a vater source oz to avoid abstaacla during
3. Priority 3
Flace Table: Bequirezent: Mood in inventory. Aftar finding vater source and securing their thirst lwcel, the player ahould focua placing table to begin crafting better
veapous.
Priority 4
Make Vood Sword: Requisemen:: Hearby table; vood in inventory-
Once the table is placed, the playez should craft wood svord to be prepared defend thexselves against any zousters they nay
5. Peiority Bleep: Requirennn:: Energy level is belov raxinus, Te the player notiows their energy level dropping, they should find aafe place alwap they reat and ragsin anergy.
274

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Queation: action the list, are the requirwsenta net?
Ansver:
1. Nove East: Bequizenenta: Flat ground right to the agent.
reguirwsent
appmara
indication obstacle
agent'a right.
2. Hove Korth/Bouth:: Requirenato:: Flat ground abore/below the agent.
This requirmennt is net, sa the agent"s observation sentions path stup the south, ixplying flat ground. The seation any obstaclea north,
surroundings
flat ground that direction
3. Place Table: Requiremnnt:: Vood in inventory. reguiteentt
agent's inventory
Make Rood Bvord: Bequirezents:
Nearby table; sood in inventory.
This requirwent ix partly since the bax unnd in their inventory. Rowwvar, place table first. avard.
beforw crafting
5. Slaap:
Bequi requiraeents: Energy leval is balow sacimin.
This requirmment in net since the aguct's lavel is currently 7/9, which is belov maximu..
Queation: last player actioon auccond? Why?
Ansver:
It's not clear 1f the last player
"do" succeeded
there chservable result provided the and
368. 'do" typioally requires player face necessary tool, but unclear these requirezants set.
Queat:ion:
Choowe the best. executable action from above.
The best stecutable action from above "Nove Bast,' ne the requirenent, ground right to agent is net, and will help the player navigate tovards water source to restore their thirst. level.
Stap: 180, Oumulative Reward: 0.0e D.geeeeeeen
You took actiion
You nen:
grazs staps to your seat
north steps your north-east
stops
fornace stapa to your marth-owat.
You
trons (east)..
Your statuc:
health: 9/9
food: 3/9
energy: 7/9
inventory:
wood:
coal:
sron:
pood_piciazo:
stone_piciazee
Q4
Question:
Action
Ansper:
Question:
List objects in the current obcorvation, For each object, broifly anceer shat resource it provides and itc
requiremnn..
Grasc: Provides no resourcee, no requirenente.
2. Stone: Provides stose, requires using pick_pi or stome_pickaxe collect.
Path: Provides caster novenest, requireeent..
dangerous, 6. Furnace: Uoed for smelting ores like iron, zequires placing with stone in inventory.
Lava: Prorides resourcee
getting
6. Vood_paciaze: Used for collecting stone, requires crafting with vood at table.
Stame_pickase: Used collecting ires, requirwa crafting
Question: Weat vas the last action taken by the player?
Ansver:
The
taken by player
Question: For euch object in the list, are the requirasents net for Interaction?
Ansper:
requizenenta
interaction.
Stone: Tea, you have kood_pickase and stcne_pickaze in your inventory.
3. Path: No sequrenents for intoraction.
4. Lave: Be cautious and wooid interaction since it's dangeroux.
applicable
it's already placed, but you already your investory.
for seelting
Vood_pickazo: applicable
7. Stane_pickasw: Not applicable sn 10tt alrendy is your inventory.
Dreation: tap sub-taala player
follow. Indicata priority
Ansoer:
1. Peiozity B: Collect nore food and drink to restore your food and drink levels. You currently have food: 3/9 and drink: 1/9.
Peiority Uae picksse collect
step your
275

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Peiorisy Bxelt iron your inventory using
stops your north-vest coal your inveatory.
Question:: Waat ace the requireenta for the top aub-task? What abould the player do first?
Ansver:
Requireeents source (laks river) collect drink to swatoru your thirst.
aub-task (Gollect food
your
drink levela):
Find and chase cosa or grow and harvest planta to collect Food to restore your hungez.
The player should find this, they can nove around environeent and lonk for lake or river- Once they water source, they can collact drink fron it to reators their thisst.
collect
their
drink level 1/9, which the
food lweel.
Queation: top
player actions. Indicate their priority out
requirarant.
ONLY
Ansvert
Priority 1: Nove (North, South, Fast, deat): Flat ground in the dexired diraction.
Requirenent: Esplorw anvironment
food
2. Priority 2: Collact Drink: Find a water anurca (lake or river). Requiranent: Being near water source and having
inventory space.
Priarity
Coun Earewat
cous or adthle plants the evviroment.
Requicazant: Baing pear cosa or planta and having as uspty inventory space.
Plant: food Requiramet:: Raving cooked coe harcwated planta in inventory.
Priority
hunger.
5. Priarity S: Slaep: Rextore
Requirement: Energy
Queatiion: For each action in the list, are the raguirweents net??
Ansper:
Priority
Fast, wnter food sources.
ground
Requirmment: Esplors anvironment
Yes, the requirennts are net. The player can nore in direction. 2ith flat ground.
Priority
water source
or river).
lequirement: Being near water source and having an expty inventory space.
No, the requirments arw not net. The player has not found uater source yet.
Priority
plante
Requirament: Baing near enka planta and having an expty inventory aqace.
So, the requirenente are not net, The player has not encoustered cops plants in the current ebservation.
Priority
Flant: Concume
hunger.
Requirenent: Harrng cooked coe neat or harvested plants in the inventory.
lo, the requiremnns are not net. The player does not have cooked cou neat harvested plante in their inventory.
Priority Sleep: Restore energy.
Requirement: Inergy level below the sarimon (belos 9/9). Yes, the requirenents are net. The player's energy level is currently 7/9.
Question: last player action auccoed? Khy?
Ansper:
Yes, the last player action, nove east, excceeded because there var tlat ground (a path) to the east of the agent, alloving then
dixection.
Osestion: Choose the best executable action from abore.
Ansper:
The exocutable action from
Priority 1: Nove (Forth, South, East, West). player explore the cources.
enviroment by noving any direction with flat ground
ttmee 181, Cunulative Rovard: D..eeeeeeee You took action do.
You
grass steps your peet
stone ateps to your north lava 6 stops to your north-cast
Furnace stapa your north-veat.
You face path at your front (cast).
status:
health:
food: 3/9
drink: 1/9
energy:
Your inventory:
wood:
iron:
wood_pich piclapice
atone_ atone_pickazee pickaze:
Queation:
Ausver!
Move Narth
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Question:
List objects in observation. For each object, breifly what it provides and its reguiimentt.
Acaver:
1. Grass (2 stopa to your Heat): Resource - can provide suplings If interacied with using the appropriate tool (wood pickase); Requirement wood
pickase.
2. Stone (1 stop to your north): Resource- - provides stone naterial chen mined using a pickaze, shich can be used for crafting tools, vasgona, and shelters; Reglir wood stone pickaze.
Lava (6 staps to your north-east);: Rescurcs could potentially provida light and heat, but dangerous to interact with; Requireant caution and avareness, sa lava is bazardous and nay dazage the player's health if diswetly interacted.
Purnace (6 stepa your north-waat):
assential analting tron, which used crafting strenger coola and suapons;; Requirmment coal and iron arw to smllt iron.
Qreation:: What. una the last action taken the player?
Ansver:
The last action taken by the playur waa "do".
Questioo:: For euch object in the list, are the reguirenent nst for interactios?
Anaver:
Grazs: Yeu, the requinwants are swt for interactionn havw wood pickate and atone_piccarse in your inventory, xn you can use wither of then to interant with the giass.
Stane:
for interaction. have sood_ pickare and atone_pickaze your inventory, which can be used sine the atose.
Yex, requiraeanta
3. Lave: The requi neewnt of cantion and avaraeeaa is met, but diract interaction is not advizuble dow to the potantial riak to your health. it's
avoid close contact with the lava.
4. Furnace: Yea, the requirmments are nwt for interaction. You hav coal and iron in your inventory, which can be used to sxelt iron using the turnace.
Queation:: List top sub-taska the player should follow. Indicate their priority out, 5.
Ansper:
Drink water to restore thirst (Priority: 5/5) Your drink lavel ix currently 1/9, which in very low. Pinding vater cource and drinking fron should be your highest priority avoid dohydration and maintain your heslth.
2. Find food and ent to increase food level (Priority: 4/5) Your food lavel ix at 3/9, which in Tow, To raintain your health and energy levele, you chould find food sources like plants, frusts, acinals and consuxe then.
Smals iron using the furnace (Priority: 3/5) You have the required resmuroes (coal and iran) and can locata the furnace (6 stops to the north-vest), Snelting 1roz. sill allov you to craft ieproved tools and weapons, facilstating your survival in the
Question: Vhat are the requirenents for the top sub-task? What should the player do firet?
Ansver:
Requirenente for the sub-task (Drink sater restore thirst): river.
water source, such as
2. Appronch the water source.
3. Interact with the vater source to drink from it.
should player do fizst:
The player chould firet find a vater cource. They can do this by exploring their surroundings, locking for a lake or river, or lasteming for the sound of floving water. Unce they have found water source, they can proceed to approach and interact with
drink water and
their thirst level.
Qsestion: Last top actione the player should take and the requirenent for each action. Choose ONLY frox the list of all actions. Indicato their priority out of 6.
Ansper:
Priority 1:
Nove North (requiremnt:: nearby, shich they may need later for crafting or building, and to possibly find a vater source.
ground above agent) The player nove because there'e stone
Priority Collect Stone (requirerent: Make Wood Pickaze, facing the stons) Collect weapons, and building structures.
crafting tools,
3. Priority 3: Find Vater Bource (requirenen:: exylore ourroundings) - The player's drink level is 2ou, so they need to find replenish their thiret.
4. Priority 4: Move to Vater Source (zequirezent: flat ground in the direction of the cater source) Dace the water source is found, zove toward it get closer.
Peiority Bi Drink from Hater Source (requirenest: be adjacent to the water source) Interact with vater nource restore the playor's is thirst level.
Question: For each action in the list, the requirenents net? Ansver!
1. Priority 1: Nove North Yea, the requirasent *flat ground above the agant* is aet in the observation since there stone stop to the north.
Peiority 2: Collect Stone Yes, the requiresetta "Make Wood Pickazz" and "facing the stone" are net. The player has pick_pickaze and a stoue_pickaze in their iaventory, and there is a stone 1 step to the north.
Peiority 3: Find Vater Bource This action does have apacific requirement sontioned in actions list. Rovever, it is necessary step for the player since their drink level low. The player needs to explore further to find water source.
Priarity Nove be irnud beaed the player's reoent larguse observation. The water source location needa deterxined firat (through Priority 3).
action's requitenent, "flat graund the direction of
277

---

Peiorisy Drink from
be deternised the recent inngane observation since ve do know location the uater source. This dependent the completion of Priority B and 4.
The
adjacent
Queation: Did last player
succeed? Why?
Anaver:
It i0 not clear Iron. the given inforsation shether the last action "do" succeeded or net, because there is no information on what the player vaa attsepting to do indication sucowza failure in the obserations.
Queation: Choose the best executable action from above.
Anaver:
The beat ezecutable action Irom the liat in Priority 1: Rove North, as the requizement "flat ground above the aganz" brings player
crafting building.
182, Cunulativn Revards 0, You action nove_borth.
You
grans steps your
path atepa to your weat
lava 6 stspa ta your nor threaat
furnace
to north-vest stepa your
You face stone at your frons (north)..
ban 1th: 9/9
food: 3/9
drink: 1/9
energy:
Your inventory:
wood:
coal:
iron:
soad pickaze:
stone_picisze:
Qoeation: Action
Anspor:
Move wees
Qsestion:
List objects in the curront obeervation. For each object, brosfly anseer shat rosource it providee and ite reguirement.
Amsper:
collected, requires no epecatic 2. Stane: Provides stone when collected, requires sood piczaze or a betber pickaze for collection.
Provides eaplings
for collection.
3. Path: Provides better novencnt, no recources collected from it, and requires specific tool for inseraction.
Lova:
provides resources, and Furnace: Provides neans saels and othor resources, zequires stone craft.
Dangerous,
darage
require tools.
6. Zoabie: Dangerouz, attacks player, defosting it provides experience points, requires a veapon (pood sword, stone svord, or other) for better chance of curvival.
Wood: Resource used
specific tool collect
speed up process.
Coal: Recource used posering turcaces, requires pickape
better pickaze for collection.
9. Irom: Hesource used for crafting high-quiiity tools, requires a stome pickare or better piciaae for collection.
10. Pood_pickaxe: Tool for collecting stose, coal, and iroa. Requires 2ood to craft. uood
Stone_paicaaee: Tool collecting iron, requires
Question: What was the last action taken by the playor?
Ancper:
The action takon by player 'nove_north."
Question:
For each object in the list, are the requirenente net for intoraction?
Ansver:
requirexents
for interaction
specific tool noeded for collection.
esnce the player socaeptckaxe and stone_pickaxe in inventory. 3. Path: Yes, there are no specific requirenents for interaction with the path.
Stone: Yes, requirenente
4. Lava: Interaction with lava is not recomennded due to its dangerous nature, but there are no epecific roquirexente. player Zuabie: Yes, player can interact
the the zoobie; hovever, they don't
it already placed.
weapos in inventory. weapon such as a wood or stone evord) vould increase their chances of survival.
7. Vood: Yes, the player collect wood, specific tool is required, although having an vould apeed the precess.
Coal: Tes, requirenente are net for interaction with coal, as the player has both wood_ptckare
stone_pickan
in their investory.
9. Iron: Yes, the zequireaents are net for interaction with iron, because the player has stone_pickare in their investory. pick_pickksse,
10. pind_picckas:: The player already
for additiosal intersction. player already has stone_pickase. there's no for additional interaction.
11. Stone_pickaze:
Queation: List subrtaska the player should follow. Indicate their priority out, of
Ausver:
curreatly at 1/9. 2. Priority 4: Collact norw food, such as by hunting anisala or finding plant sourcea to increase food scatua, purseatly at 3/9.
Peiority Find vater source drink roplenish
etatus,
Priarity Graft saspon, crwaturea.
avord, defand againat sorbie
patential hossile
Queation: Vhat. the requitenenta for the tap aub-task? Vhst. ahould the player do firat?
Acsver:
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---

Bequiresents
sub-task (Find nource): The player needa to locate vater sourow nearby, auch ax lake riveT.
Vhat should the player do first:
The player should explore
surrounings valking around Player Ouservation for signa sasez. When water source found,
for sourse, moving
north, or seuth. Keep eye player should approach it and take drink to replenish their thirst status.
Question: top actiona player should and requiterant for action. Choose ONLY frox the list a3l actions. Indicata their priority out 5.
Ansver:
1. Priority 1: Nove Vest (co apgroach the water source)
Reguireeent: ground left the agent.
2. Peiorisy 2: Hove East (co explore suzzondings and search for vater aource)
Requiraeent: Flat ground right to the
Peiority
explore surroundings search vater source)
Requiraeant: Flat ground whove of the agent.
Priority
explore surroundings
source)
Requirmeet:: Flat ground baloe the spent.
Priority 5: Place Parnace (to melt and in gaze)
Reguireeent
invwntory.
Oceation: For each action in the 1185, are the regoiresent net?
Ansow::
Priority
approach the pater source)
lequirement: Flat ground left to the agent.
Yea, the requirment ix net ainoe there is graas 2 stapa to the weat.
Priority Best explore murrondings
source)
Requirmment: Flat ground right the agent.
Yes, the requirezent 2. net stace there path at the frost (east)..
Priority
explore eurroundings search
cource)
Requirement: Flat ground above of the agent.
Yax, the requirweent sx net atnce there ix stone at the frost. (north)..
Priority
explore surroundings
source)
Requirament: Flat ground baloe the agent.
information not provided in the observations, cannot determine 1f the requirenent 15 met.
Priority
Furnace saols
progress in gaze)
Requirenent: Stone in inventory.
No, the requireaen 18 not net since there 18 no stone in the inventory.
Osestion:
player action eucceed? Why?
Ansver:
Yes, the last player action "sove morthh succedded because there was flat ground and no obstacle blocking the player's patt north, alloring the player
that direction.
Question:
Choose the best executable action froz above.
Ansper:
The exocutable action
Priority Nove West approach the source). requirenent net, there is gracs stope the west.
ground
teee 183, Omuulative Roward: You took action mose_pest.
You
stone steps to your north-oast
path stops to your south
lava 7 steps to your north-east
furnace stops to
north-vest
stops to your north-vest
You face grass at your front (gest).
starus:
bealth: 9/9
food: 3/9
1/9 energy:
Your inventory:
coal:
iron:
vood, pickass:
stone_pickase:
Queation: Action
Ausver:
Question: List objects in the curront observation. For each object, breifly ansver shat resource it provides and its
279

---

Provides rezource, requizes vooden pickaze better collect.
Path: Dowa not provide reaoures, no requirerent.
3. Lava: Can be used as fuel or cruate obaidian, requiza bucket to collect.
4. Purnace: Provides the ability exelt orea (e.g., iroa) and cook food, roquiresont to use but requizes stone and
crafting table craft.
Zushiu: drop rotlon flush defeated, which can be watan but may casse food poisoning, requirua veapan defout
(svord or equivalent).
6. Graze:
Providea seedx when broken, which own be planted to grow crops, requirwa breaking (na specific tool nweded).
Por the player's 's inventary:
1. Vond: Required for crafting tools and objects, such sa pickassa and tablas; can be collected by breaking wooden blocks.
2. Coul: Used as fuel in furnaces, requizea a vooden pickaze or better to collect.
Tram: Reqaired
crafting
tools and unagons
used
ammor, requiren pickaze
collect.
4. Vood_pickazz: basic tool to mine stose and coal, crafted frox vood at a crafting table.
Stane pinnkani tool to mine iron and other rateriala, crafted from stone crafting table.
Question: What was last action taken by the playuz?
Anager:
The last action taken by the player was "mot"_
Queation: For each object in the liat, are the reguiramens net for interaction?
Ansver:
Based the player's inventory and observation:
Stame: Yea, requireentt are sut for interaction. player haa vood_pickace and scone_pickaze that can uaed to collact stose.
2. Path: Yea, the requirwaents for interaction are net. The path is simply valkabla terrain and downn 't requirw any spacific
action or tool.
Lava: No, the requireents are not set for interaction. The player needs a backet to coll lect lave.
4. Purnace: Yes, the requirenanta are est for interaction. The player can use coal and iron in their inventory to sralt iron
in furnace.
Zonbie:
requireeents
Althongh player
sword, they still
the zonbis using their available toola (wood pickase or atone picksow).
6. Grass: Yes, the requirenents are zet for interaction. The player can break grass without any epecific tool needed.
For the player's inventory:
1. Wood: N/A, as it's an inventory iten, not an object to interact with in the environeent.
2. Conl: W/A, ax it's an inventory ieen, not an object to intaract with in the anvironrent.
Irom:
it's inventory iten, not object to interact with the eavironnent. pes_patiaee:: N/A, as itts inventory 1ten, not an object to interact
esrironeent.
Stane, Stamn_picken picker:: N/A, an it'x an inventory itsm, not an objact: to interant with in the anvironrant.
Qsestion: Last sub-tanke the
should follow. Indicate their priority out 5.
Ansver:
1. Priority 4/5: Find pater cource (driax) and compure vater to increase the player'e drink level, zhich is currently at 1/9. This in important to avoid dehydracion and raintain survival.
Priority 3/5: zomble and any future threste. This will improve the player's chances of survival againet bostile robs.
weapon, ideally sword
or stons), to increace the effectireness of conbat againet the nearty
Priority 2/5: Use furnace exiit the iren the player's inventory player to craft
the available coal. This will alles the tools veapons, shich are more officient and pocerful thas their wooden stome counterparts. This will increase the player's overall productivity and capabsiity to defend thenseives.
Question: What
requirenents for the top sub-task? What should player firet?
Ansver:
Requirenente for the top sub-task (finding and consuning vater):
1. Locate sater source such as lake, river, er pond in the gaze cavironzent.
Snsure thore
avoid any trouble. tovards water source eafely, navigating through any obstacles terrain.
immediato hazarde around the vater
The firet thing the player should do ie look around the enviromment for any rigus of water source. This can be achsered by exploring their surroundings and zeeping eye the landscape for any bodies of suze azea is and then approach vater cource consuse water and increase the drink level.
located, aake
Question: List top actions the player should take and the requirenent for each action. Choose DRLY frox the list of all acticns. Indicato their priority of
Ansver:
1. Priority Nove Bast: Requireenn: Flat ground right to the agont.
Reason: To approach the stone soen two stops the north-oast.
Peiority Make Wood Buord: Requirenent: Hearby table; good laventozy.
Reason: To have a seapon to defend againot the zoabie seen four steps to the north-west.
Priority Flace Furnace: Requirenent: Stone in inventory.
Reason: establich furnace to sxclt irom for making an irom swood or pickazoo.
4. Priority Collect Drink: Requizenent: No regeiresents.
Reasan: replanish player's drink level, which currently (1/9).
6. Priority 5 Eat Coo: Requirenet: No requiresnts..
Reasen: To replanish the player's food level, which is currently lov (3/9).
Question: For each action in the list, are the zequirenente net?
Ansver:
1. Nove East: Requirenent: Flat ground right to the agent.
Requirweent Yes, becmuse agent currently facing grass
2. Make Rood Svord: Requirerent: Hearby table; wood in inventory.
Requirweent nwt? No. becsuse there in no table nearhy in the player's obaervation.
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Place Furnace: Requirenutt:
iaventory.
Reguirenent net? No, becsuas the player dowa not bave any stone in thair inventory.
4. Collect Drink: Requirenent: No requirenets.
Requireeent Yex, beceuze
requirmmenta for this action.
6. Eat Cow: Requieesan; No requirezents.
Requireeent nwt? Yea, becouse therw requirmmenta for this action.
Queation: Did the laxt player actionn succend? Why?
Ansver:
Yea, the last player action "sove_ Jeat" succoeded because the player vas ablu move in the weat direction and observed the posstion, including gress
ground
seat, allowing the player move in that direction.
Qreation: Choowe the bext, executable action from above.
Anaver:
The executable action from above "Nove East", aa it fulfills the requirement having flat ground right the agent.
Stap: 184, Casulative Roward: O, 0.
You taok action east.
You 200:
grans 2 steps to your west
stone ateps to your north steps your north-east
furnace steps to your north-vest
nonbia stapa to your nor thrwwtt.
You path your
Your statue:
hea 1th: 9/9
food:
drink: 1/9
enargy: 7/9
inventory:
wond:
coal: 2
pood_pic
stome_piciazo::
QA
Question: Action
Ansver: Move South
Question:
List
current observation. For each object, broifly
provides and ite
requirenent.
Ansper:
1. Grass:
Provides no specific resource, but can be used to adentify biomes and aread. No requirenetss, used craft tools build structures. Requires wood pickaxe
Provides
resource, which
5o collect.
3. Lava:
Provides light and can be used as an energy source for exelting, but ie dangerous to interact with. Requires a bucket to collect safely.
Purnace: Allows enclting of and cooking food. Requires
craft and build.
Zombie: drop experience pointe, rotten flest, conetimes equapment defeated. Requires weapon (sooden esord
or better) to dofeat efficiently.
Requirea vood 6. Path: Prorides no specific resource but indicates path between Locatione, No requirenents.
Mood: Not nectioned in the
observation, it's usetul crafting and building
stone pickaze to collect.
Question: Vhat was the last action taken the playor?
Amsper:
The action talsen by player vas nove_
Question: For each object in the list, are the requirenente net for interaction?
interaction, the requireneats are net. 2. Stone: Bequires a good or stone piciaae to collect, The player has both a vood_ and etooe_piclaas in their investory, ao the requirmenta are
Grass: requirennnaa
Lava: Reguires bucket collect safely. The player does have bucket their inventory, zequirenents not net.
4. Furnace: Already built and placed, so no requirvmenta for interaction. If the player vasta to smelt iren, they have coul
and iron In their inventory, so in this case, the roquirezents are zet.
Zashie:
Requirea vesgan (vooden avord better) defeat afficientl.. The player doea have avord their inveatory, so requiremenca are not zet. Boswver, the player can still acterpt to attack the zomble with their cools, but it will be less efficient.
6. Path: No requieennnt for interaction, the requieeents sut.
Vood: Beguirea vood
pickaze collect. The player both sood_pickaze and atose_pickaze their investory, so the requirenente are act.
Question: List top sub-taska the player should follow. Indicate their priority out of S.
Anaver:
Peiarity 4/5: Craft usapon (wond, stone, or fron sword) to defend aguinat sombiss or other nomaters nore afficieetly. The player neods wood for a wood avord, and they already have vood and stone for stone avord.
Priority 5/5: Find
and drink inprove player'a thirst lscel, which is curreully 1/9.
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Priority 3/5: more sood and stons crafting building purposex. The player already vooden stons pickaze, so they can collect these resourcea afficiestly.
Queation: What requireeent for the top aub-task? What ahould player first?
Ansvec:
For the top sub-task, shich is to craft a seapon (sood or stoue sword), the requirezents are as follows:
Wood Sword:
Nearbyy crafting table
Wood in the inventory (alrwady available)
Searby crafting
Wood (alzeady available) and Stone the inventory (alrvady available)
The player
table placed, they use craft wither wood has both wood and atone, it ia recomended to craft the wore affective stons aword for better defenze against sonaters.
locate
available wond. crafting table found atone aword, depanding on their preferance. Since the playez
Queation:
List top actioon the player should take requirement for action. Chonas DNLY from the 1iat all actiona. Indicate Chair priority out of 5.
Ansper:
Priority
(Begsireant:
inventory)
crafting table with available
player can craft sлupena and
2. Priarity 2:
Nake Stone Suord (Requirement:: Hearby table; wood, atone in inventary) Graft atone aword wxing the placed cratting
avaslable recources, so that player weapon defend againet nonstere.
3. Priority 3: Nove South (Raquirment:: Flat ground belov the agent) Nove tovards the path, which could potentially laad
Priarity Collact (Requirerent: requirenetaa)
the playar's drink atatus ia lov, they should focus
finding vater source replenteb their thiret.
Priority Sleep (Roquirenenti Energy recovere eome bealth and avoide exhaustion. Insure to sleep in a sxfe place, avay from roastors,
Sloop the energy
casure the player
Osestion: For each action
the
net?
Place Table: Yea, requi rementa are net, there is vood (1 unit) the inventory.
Make Stone Sword:
requirenents
the inventory.
3. Nove South: Yes, the requirenents are not because there is flat ground tovards the couth, as nentioned "path 1 stop to your south" in the obeervation.
Collect
requiremente are not yet not need to find vater source before drinking it.
eater source playerte observation. They the level (7/9) currently belox Bosever, place before aleeping.
Sleep: Yes, requirezents
secomunnded
Osestion: Und the last player action succeed Why?
Amsver:
the player action (novo, paatt eacceeded. action succosstul because there was flat ground (path) the east direction, ailoving the player to xove in that direction.
Question: Choose best executable
Ansper:
The best exocutable action from the given options is "Nove South," as it meets the requirement of having flat ground beloz the agent, and noving towards the path could potentialll Lead. more resources or Hater cource.
wasssssnnStap: 185, Cusulative Reward: O. Dasaaaeann
You took action
You see:
grass 2 steps to your vert
ateps your table steps your south-vest
furnace stops to your north-vest
soabie stapa to your north-veat.
You path at your (couth).
Your stazus:
bealth:
food: 3/9
drink: 1/9
enwegy: 7/9
inventory:
vood:
coal: 2
wood peod_pickess pickass:
stone_pickaze:
QA
Queation: Action
282

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South
Question:
List objects in the curzent observation. For each obfect, breifly anseor what resource it provides and Its
requireent.
Ansver:
1. Grass: Provides no resources but can be used to plant saglingu, No requizeeets.
2. Stamw: Providea stone resource when nined with pickaze. Requires sttmmepickkae vocd_pickaze to mine.
Allovs you
toola and veapona, Bequizea vood to craft and place.
Purnace: Snalta fron other area. Requires stone to craft: and place.
5. Zashia: Fighting nombisa can provide esperiance points and patantially drop rare iters. Requirwa aword or other veagon
co right.
your current observation, you not the seceasery resourcwa interact with or zonbis directly.
Qreation:: What. una the last action taken the player?
Ansver:
The action taken by player was nove_
Question:: For euch object in the list, are the requirenens net for interactios?
Grazs:
Yex, requirments are set for interaction as there new no spacific requi or tools needed interact. with greaa.
Stane: Yes, the requirerents not for interaction
have stone, ppcckaze and wood, pocd_pic in inventory, Tablu: Tea, requireentt are sut for interaction as you have good your inventory, can be used craft and
place table.
4. Purnace: Tex, the requirmmnts are rat for interaction ax have stone
insestory, which is needed craft and Zmbble: No, the requirments are not net for interaction as you do not have a woar or any other veapon in your inventary to fight, the zonbie.
place furnace.
Qseation: top
player
priority
Ansver:
1. Priority 5/5: Graft weapon (wood avord or etone sword) to defend againet the zomble and other potential threate. The table in found four
south-vest. Requirex table and unnd, table, wond, and stone inventory.
2. Priority 4/5: Brinit sater to replenteh the water level. Requires finding a vater source like lake or river.
Priority 3/5: Find and food restore food levol. This could
bunting aninals finding edible
plants. Requires fanding sources nearby.
Qsestion: Vest are the requirenents for the top sub-tack? What should the player do firet?
Ansper:
Boquirenents for top sub-task (Craft weapon):
1- Have wood, and/or stone in the inventory. (Player alrendy han 1 wood and stone_ptckozze) crafting table. (Table found steps your south-wect)
should the player do firet:
The should tovards the crafting table that they cratt seapon. this table posstiomed stepo to the south-west.
Qoestion: Last top actions the player chould tase and the requirement for each action. Choore ONLY frox the 1set of all Indicate their priority
Ansver:
1. Priority 1: Nove Vest
Requirenent: Flat ground to the west of the agent. (Grase observed steps to the west)
Priority
Requireneut: Flat ground to the south of the agent. (Player is facing path to the souts)
Priorisy Nove West
Roquirenent: ground to west the agent. (Ensure aliguxent with crafting
4. Priority 4: Nove South Requirenent: ground
(Table observed steps your soutb-west)
6. Priority 5: Make Food Bword
Requirenent: Hearby table; wood in invertory. (Player has good in inventory and will be at the table)
Question: each action the list, are the zequirexente noc?
Ansper:
1. Priority 1: Nove Vest
Requirenent: ground
of Roquirenents Yee (drace ebserved steps the west)
2. Priority 2: Hove South Requiraant::
of apent.
Requiranenta Tea (Player is fucing path the south)
3. Peiority 3: Nove Vest
Requirasent: ground
of the agent.
Requirenents Canzot contirned
step, the player zovod the nov location yes.
4. Priority 4: Nove South
Requiraentt: pround
of apent.
Reguizasenta Met: Cansot be confiraud at step, the player noved the owa location yet.
5. Priarity 5: Make Vood Sword
Reguirannt:: Hearby table; vood in investory.
283

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Requiresents Not yes, player reach table first. Dace player table, regulementt will be net xince the player hax wood in their inventary.
Question: Did the last player action succoed? Why?
Anaver:
Yea, the last player action (sove_aouth) aucoeeded because the player faced path their front (south) and thaze verw obstacles blocking their novezent in that direction.
Question: Choose the best executable action from:
Ansow::
The best scecutable action from the 1ist above is Priority 2: Navw South, as itx requirmeent (flat ground to the south of the aganc) is net. The player is facing path to the south, which indicates that the action can be ezecuted miccmaxfull..
186, Cunulativn Revards 0, You took action sove_south.
You s00:
grans steps to your sest
atons staps to your northreaxt
table 3 stspa to your south-veat
nomble stape to your north-swet
You faow path at your front (south).
Your atatua:
bealth:
food: 3/9
drink: 1/9
energy: 7/9
inventory:
good:
coal: 2
iron:
stons pickazw:
QA
Osestion: Action
Ansow::
Move West
Question: List objects in current obcorvation. each. object, broifly anceer what resource it provides and itc requirement.
Ansver:
Besource it provides saplings harvested, requirenent
your hand any tool collect it.
2. Stane:
Resource it pravidee is stone pleces when mined with pickaze, and its requirenent in to une pickaae (wood, stone or iren) to collect it.
Table:
doeen't 't
but required
station for
tools itens.
Zoabie: It provides Zoable drops (auch rostes flesh) when defeated shich can used as lou-quality food nource, and itc requirenent is to use any seapon (wooden, stone, or iron svord) to dofeat it.
6. Path: It doeen't directly provide resource, but it indicater where you can valk without obstacles.
inventory contains:
1. Vood: leesoucce it provides is used in crafting tools, reapone, and structuree, no requirenente to use 1t; collect st from trees.
requirenents to collect coal 3. Iroa: Resource it provides is used in crafting higher-tier tools, pospous, and arnor, requires furnace to sxelt it Anso irem bare,
Coal: Recource provides
fuel for furnace saelt
deposits,
Mood Pickase: This tool doeas't previde direct resource is required collect and coal. Stone Pickaze: This tool doesa't proside direct resource is zequired collect iron nore efficicntly gather stone and coal.
Question: What Ansper:
last action taken the player?
The last action taken by the player was "nove_south."
Queatimn:
For each object the
the requirament
interaction?
Ansver:
1. Grass: Yos, the requirexente to interact with the grase are met, as you can use your band or any tool to collect it.
2. Stane:
Yea, the zuquirmennt interact with the stone nuc, you have both wood pickaze and stouw pickaze in your inventery.
Table: Yes, zequirezente interact with the table met, as within fer stops froo your current location,
and you have enough zesourcea in your inventory for crafcing.
4. Zeabie: Yes, the requirenonts to interact with the zouble are xet, you have weapos in your inventory (wood stone aword) defeat
Path: Yes, zequiremens interact with the path are nst, as you can easily move along path without any obstacles.
Bogarding
is your inventory:
Wood: Yes, the roquirenente Interact with wood net, as you have your investory
for crafting.
2. Coal: : Yea, the reguiremeta to interact with coal are swt, aa you have it in your inventory and can use it an fuel for a fureace.
your inventary 4. Vood Pickaze: Yea, the zequiresenta to interact with the vood pickaxe are net, as you have it in your inventory and can
Tram:
reguireants
fron rat, you
nearby mnll
it into irom bara.
it ta sine stone and caul.
284

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Stone Pickare: requireaents
with pickaxe you it your invencozy and it to vinw iran, atone, and coal more afficiently.
Question: List top aub-tasks the player should follow. Indicate their priority out of
Peiority 4/5: waiar reatore the
lavel: Find sater source auch lake or ziver drink water, your current drisk level is 1/9, shich in very lok.
Peiority 3/5: food or pige, nn your current level in 3/9.
the food level: Consider conauning any available food hunting asinsla
3. Priority 5/5: Bealt iron to create better toola and weapons: Utilize the Furnace and the coal in your inventory smel:
pickass
Question: Waat are the requirenent for the top aub-task? What should the player do fizat?
Ansowr:
Top Sub-iask: Drink
the
Requiramantt::
1. Locate vater sourcw such as Lake, river, pond.
Interact with water sourow drink unter restore your thirat lavel.
Pirat, the player ahould to locate sater nourcs in the auch lake Keep nearby surroundings
present. Onee the player finda source, nove closs and drink sater to restorw the level.
Queation:: List actiions the player should take and the requiranent for each action. Choose ONLY from the list of all actions, Indicato their priority out
Ansver:
1. Priority 1: Nove Vest//Move Rast//Hove North/Move South
lequirenent: Flat ground player water source, chooas the appropriats noverwnt: action..
desired direction
Depanding
cearby
Priority 2:
Brink Vater
:equiremet:: Mear Action: Once the player reaches the vater source, interact with 1t to drink water and restore the thires level.
courco
ziver
Priority Hove Vest/Hove Bast/Nove North//orve South
Requirenent: Flat ground Action: After restoring thirat, nove touards the tabla crafting or finding resmurces like wood, stone, or fron.
Priority 4: Nake Iron Sword Nake Iron Pickaze
Boquirement: Nearby table, furnace; wood, coal, in investory. Action: If the player has enough resources, craft an Iron Soord to detend againet moneters or an Iron Pickaxe to collect dianonds.
Priority Sleep
Requtrement: Energy level in below maximu.
Action: Find safe place to cleop and restore energy levels. This will help the player perforn actions zore officiently and better chances
Question: For each action in the List, are the requirezente nct?
Ansper:
Priority Nove Vest/Hove Sast/Hove Forth/Move South
Boquirement: Flat ground lequirenents not! Yee. The player's observation abous there is flat path open. to the south, and the other directione can be atteapted if needed.
desized direction
Priority
Bequirenent: Year vater source like a lake oz river
Requitemente not? No. Current observarions don't it nestion vater cource lake nearby.
Priority Vest/Hove Bast/Hove Forth/Hove
Requirenent: Flat ground in the desired direction Bequirenents not? Yea, the player can move in direction to reach the table resources. The table is nentioned 3 stopa to south-vest.
Priority 4: Hake an Iron Beard or Kake an Iren Pickaze
Bequirement: Hearby table, furnace; wood, coal, iron in investory. Beguiresents nec? Partially. playez has woed, furnace first. The table montioned steys to the south-west, and the furnace is aentiosed ateps the north- seet.
iron in their investory, but they need
cable and
Priority Bleep
Bequirement: Energy
below maximun. Beguicezents nec? Yea. The player's unergy level is 7/8, shich is belov the zaxinus. The player can find safe place and levels.
sleep to restore
Question: last player action aucceed? Why? Ansper!
Yuu, the last player action "sove, aouth" sucoeeded because there flat in front of the player to the south, alloving
that direction.
Question: Choose the beat executable action from, above. Ansver:
The
action
Priority 1: Hove Nest/Move East/Hove Horth/Move South Requirmeent: Flat ground in the desired dirwction
285

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Action: player should
their level. this
location not claar from the observations, the player should noww towards tabla (south-seat) while wxploring ing and searching for the water source.
sewessaennSop: 187, Canulative Reward: O, Dressneae** You tank action vext.
You nen:
stone 3 staps to your north narth-eant
path stepa to your north
table ateps your
stapa to your th-vwat.
You faom granx your front (swxt))..
atatus:
bealth: 9/9
Food: 3/9
enargy: 7/9
Your inventory:
coal:
iron:
sond pickase:
stono_piciaze:
QA
Queatiion: Action
Ansper:
Qsastion:
List objects in the currens obeervation. For each object, breifly ansver shat resource it provides and 1se
Ansper:
1. Stane: Provides stone ar a resource, which can be used to craft tools and sbelter; requires wood pickaze or a stronger one to callact.
Path: Provides
without obstacles; requirenente,
valk
crafting Zombie: Regresents patantial threat and needs to be defested if it. gata too clase; requires veapon 1ike
Provides
as piciazes
requires
placed.
better guord for easier defeat.
Graze: Can be used decorative block, used
acroes without obstructions; requirenente, stmply salk
Your status and inventory are not considered objects within the anviromment but are ancential for describing your current progress available
Qseation: Vhat was the last action taken by the player? Anzper:
The action taksen by
Question: For each object in the list, are the requirezente nct for intoraction?
Ansper:
Yes, requirexents
for interacting with which can be used to collect stone.
you wood_pickaxe stone_pickaxe
in your inventory,
2. Path: Yes, the zequirenents are not for interacting with the path because there are no obstacles, and can simply valk
3. Table: Yes, the requirexents are net for interacting with the table because it is already placed, and you can use it for crafting ar long you have the zecessary resources.
Zoabie:
Yes, requirenents are xet for intoracting with (defeating) the zonbie because you have pood_pickaze and stote stott_pickan pickaxe in your inventory. Although they are not as effective as soord, they can still be used as weapons to fight against the zoubie.
Yes, reguirexente are zet tor interacting with grace because there aze no obstacles, and you can eimply walk on it.
Queatimn: List top sub-taaka player should follow. Indicate Ansver:
priozity
1. Increaze drink level (Priority: 6/6): Your drink level is only at 1/9, which is a critical concern. You should quickly sourch for vater source like lake oz river to drink from and aveid debydracion.
Increase food (Priority: 4/6):
level is currencly 3/9, which quite lox. sources like busting animala auch as cowa, or collecting and growing fruita to restore your hunger.
cook out
Defand againat nearby zonbis (Friority: 3/5): zocbie only atego your positiin propazed fight with your wick_pickase stone_pickaze if it approuches cloasr. would also beneticial to craft a svord for nore effective combat if rescurces alloe.
Keep eye its
Question: Vhat requiresent for the top aub-task? That abould the player firat? Ansver!
For the top sab-taok, which is to incruase drink level, the requiteneta ars:
nearby lake,
body
you drink from
2. Close enough to the sater: Be near the water source to interact with it.
286

---

The firat player ahould
envireunet.. They around (uxing nove, seat, nove, wast, move, nave,nortil north, nove south actiona) and obaerving surroundings by neving lake or river to drink from, lnce they have found vater source, the player should upproach it and drink fron it to restore their thirst.
search
swarby
Question: top actions the player should take actions. Indicato their priority out of E.
requireeent for action. Choose ONLY feox the all
Ansowe:
the top
playez
take, along with their ruquiresent and priority:
1. Priority 1: Nove to find a vater source (love Veat, Nove Bast, Hove North, Hove Bouth) Requiresent: Flat ground in the direction of nevenent.
Priarity 2: Collact
(ubwn fucing water source)
Requiresant: Close enough to the watez source.
Priority Make Iron (Nake Requiresant: Bearby tabla, furnace; wood, coul,
inventory.
4. Peiority 4: Eat Plant (Eat Plant)
Requirezent:
plant have placed plant
5. Priority 5: Defent Zambie (Defast Zaebie)
Requirenents: Pactng zomble; have
equipped (nuch wood svord,
iron sword).
The player should batter combat affictency. Next, they can eat plant to restore some food level, and fimally, defent a nearby zombie using the crafted wapenn. Rwsember that these actions whould carried out in the order of their priority to optixize the gane.
finding vater sourcs to restorw thisst level, than craft Baord for
player'e
Queatiin:: For each action in the list, are the raguirmeents net??
Ansper:
find
Requiranant: ground in diraction movement.
Not: Yee (The player can nove in any direction where there 15 flat ground.)
Collect
facing pater cource)
Requirenent: Close enough to the sater source.
Hat: No (Thara la no water sourow vantioned in the playar's recent chrervation.)
Spord)
Requiranant: Hearby table, furnace; unod, coal, and iran inventory.
Not: No (The player does not currently have furnace.)
Bat (Eat
Requirenent: Be near a plant or have placed a plant earlier. Not: No (There in no plant mentioond in the player's recent observation that they can eat.)
Defeat Zombse
Requirement:: Pacing a nomble; have weapon equipped (nuch as wood avord, stone sword, iron ssord). Not: Fartially (The player has wood spord and stone svord in their inventory, but they need to face the zoable first betore they defeat
respon.)
Question: Did the last player action succoed? Khy?
Ansper:
the player action succeeded because player
block their (west), shich and craversable terrain. alloved player to nove post without any obstacles blocking their path.
Question: Choose the best executable action from. above.
Ansper:
The executable action
above
1. Nove to find vater source (Nove leet,, Nove Bast, Hove North, Hove South) Sequiresant: ground in direction
Stace the other action requirenents are not zet, the player should focus on finding a vater source to restore their thiret level. They can move any direction where there is flat greund.
Stop 188, Cusulative Reward: O. Deeeneann..
You Look action
You see:
atone steps to your north-east stops your stops to your north-vest table 3 ateps to your south-eaat
zoabie 2 stops to your north
You grasa at your front (veat).
Your statua:
bealth: 9/9
food:
drink: 1/9
energy: 7/9
inventory:
wood: 1
coal: 2
287

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vood_piciase:
atone, ptw.pppickaae pickazw:
QA
Question: Action
Anaver:
Queation::
List objects in the current cissevattinn For nach object, breifly anscer what rexource it provides and its
reqliremnt:
Ansoer:
Stone: Providea atone resource; requira a sood, pickese or stronger to mine.
Path: No resource provided, but allews novenent; no requirezent.
Provides reanuree; requires
pickaze atronger chop-
Table: Allozs crafting of tools veapona; no requireeent.
Zoabie: Providea challunge, and petentiol loot shen defested; zequirea a veapon for better chasces of vianing.
provide any and has requiremet interact with. Queatiin:: What. waa the last action taken by the player?
grass, which is faced
player,
Ansowe:
The
by player vest" (noving sest).
Question: For each object in the list, are the requiraenta net for interactios?
Ansper:
requireanns investory.
for interaction
player
sond_pickaze stane,pickase thair
Path: Yen, the reguireents are not for interaction an there are no spacial requiraments for moving on paths.
Tras: Yea, the requireenta
for interaction sa the player hax both vond, vond_ pickaze and ttank.pickaze thair
inventory.
Tabln: Yes, the requinments are net for interaction as there are no spacial requtrerants for using table.
Zonhia: Yes, the requiraeent are sat for interaction an the player has both sand, sind_pickass and stone, atton.ppickase pickkse, which can be used veapone battle the zomble, although cratting svord (vood stone) would better option.
Queation: List top sub-taska the player should follow. Indicate their priority out
Insper:
Priority 4/5: Find smurce of water drink to restore player's low drink lsval (1/9)..
restore the player's food (3/9). 3. Priority 2/5: Craft wood or stone sxord at the table to better detend against the nearby zomble or other hostile creatures.
Priority 3/5: Find
Osestion:
requirenents for the top aub-tack?
player
Ansow::
Requiremente for the sub-task (Find a source of Pater or drink to restore the player's 's low driak level):
Locate
euch Lake,
container.
Vhat the player should do firet:
1. Nove around and explore the environnent to find water sourcn. Keep eye the surrounding area for any bodtes of lace
that level.
approach interact
rectere
Question:
List top actions the player chould take and the requirenent for each action. Choose DNLY frox the 1ist of all actions. Indicate their priority
Ansver:
1. Priority 1:
Hove Vest/Nove Bast/Hove Borth/More South Requirenent: Flat ground in the destred direction. (Explere the envirommett to find a vater source and keep an on surroundinge).
Priority 2:
Requirenent: vater cource
river (Restore level).
3. Priority 3: Collect Wood Requirexent: No requirenente. (Additional wood can be used to craft necessary tools create cheiter).
Priority 4: Make Vood Sword Requirenent: Hearby table; good in inventory. (Equip botter veapon to defond against the nearby zoabie).
Priority Defeat Zooble Requirenent: zequirezeate. (Elixinato the threst the nearby zoabie to casure player's survival).
Question: For each action Ansver:
the requirenente nct?
1. Priority 1: Hove Vest/Move East/Move Forth/Move South Requiresent: Flat ground in the desized direction. (Roquirementa xet for all directione, there are no neationed obetacles in the envtromment preventing novement).
Peiority Collect Drink Bequirenont: vater source cource has bees observed yet).
river. (Roquirenesta net, vater
Priority Collect Hood
staps north-vest). Make Food Bword Roquirenent: Hearby table; good in laventory. (Bequirenonts xet, as the player has table stega south-east and wood in inventory).
Sequirerent: requirenents. (Roquirenetss there
4. Priority 4:
6. Priority 5: Defeat Zoable - Bequirenont: No requirezente. (Requirenents zet, as the player can face and eagage the zoabie without needing any specific itens or cond)tions).
Question: last player action succoed? Why?
Anaver:
Yea, the last player action succeeded, The player vea abls to nove veat because there vas flat ground (grass) In the veat allowing the player
poxition any
Question: Choose the best executable action from above.
Ansow::
288

---

The executable action from above Priority 1: Nove Vest/Nove East/Move North/Hove South. requizeneata
arw diractions, na there are no mentioned obataclex the environrent praventieg ing mnverant.. allozs player to sxplorw the unvironzent to find watar source and keep un eye on oucroundings.
sessusannSStpp: 189, Canulative Reward: O, Dre You taok action move, vext.
You nen:
stone 5 staps to your northreast
path 2 atepa to your east
ateps
your
tabla atapa to your southrwast
cou 7 atega to your south-veat nombin steps to your north
You face gresa at your front (veat).
Your atalua:
food: 5/9
drink: 1/9
energy: 7/9
inventory:
goad: 1
coal: 2
iron:
good pickaze:
atone, pickk_pickase::
QA
Anaver: Move East
Qsestion: objects current obsorvation. each. object, broifly anceer resource it providee and ite reguiremens.
Ansuwr:
Stone: Besource provided
Requirenent xocd_pictaxe
lesoarce provsded easter xovement; requirenents.
Tren: besource provided is wood; Raquirment is any type of pickaze ate ont it. down.
4.
Table: Besource provided ie crafting station; No requirenetts for interaction.
Cos:
Hesource provided in food (meat)); Requirenent ie veapon like evord taol kill
Zoabie: Resource provided is pozential drop randon itens upon defear; Requirenent is seapon like svord fight it.
7. Grazs: Resource provided in eapling when "do" action is used on it; No requiremente for interaction.
Osestion:
last action taken by the playor?
Ansver:
The last action takee by the player was "nove_vest'..
Question: each object the list, are the zequirezente
interaction?
Ansper:
1. Stane: Yes, the requirenente are not you have both rood pood_ptccaae and a etone_pickars in your inventory.
there Tree: Tee, requirenente not you have both vood_pickaxe and stoae_pickaze in your invencory, shich can used to cut doon the tree.
Path:
requiresente
specific requiroments for interacting with path.
4. Table: Yes, the zequirexents are not there are no specific requirements for interacting with table.
Cos: Yee,
requirenente cos.
you stone_pickare in your inventory, which be used peapon
6. Zoabie: Yes, the requirenents are zet as you have stene_pickaze in your inventory, shich can be used as a weapon to fight the zombie.
requirazents
there specific requirenents for interacting with graas.
Qsestion: List top sub-tarke the player should follow, Indicate their priority out of 5.
Ansper:
Find and drink (Prierity: B/E) Your current drink level
1/8, placing you high risk of debydration. Locate vater source euch laze, river, or well replenich your drink level.
2. Obtain food (Prierity: 4/6) Your current food level is at 3/9, indicaring that you zoed food to sustain your health and for other food
kill the nearby plast-based options.
energy.
like
cropa, saplings
3. Dafaat or avoid the neurby sombie (Pxiority: 3/5) The sombie is 2 stapa Depending your preference strategy, you either your stono_pickaze defeat the zouble alter your path to avoid confrontation.
north and poses threat to safwey.
Question: Vhat are the requirenents for the top sub-task? What should the player do fixat?
Anaver:
Top sub-task: Find drink vater
Ruquiraments: Locate water source such lake, river, or well and be cleaw snough to interact with the vatar.
should the player do firet:
The player should nove in u direction that may lead to vater aource. Esploring the area and keeping an eye out for signa of vater, such ziverbank or the sound of floving vater, will be belpful. face water source is located, the action drink
player should
cless
replenish
lweel.
Question: List top actions the player should taãte and the requirenent for each action. Choose ONLY frox the list of all nctions. Indicata their priority out of 5.
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Priority Nove East (oz other directions) Bequiresent: Flat ground the desized direction (East this case) Replanation The player should neew around wnter source the xumbie.
2. Priority 2:
Hoop Requirenet:: Always applicable Replanation soving mother better optios pessenta itaelf.
possible, player
stay place nosentarlly
3. Priarity 3: Explanation:
Drink water Raquireent: Close to weter sourcw (lake river) sousce, drinking
player finda
will be sasential repleniali drink level.
Priority 4: Nove touarda the cos Requireeent: Flat ground in the direction of now
Esplanation: The player needa to replenish the food level, and chaslng con can help achiove this objuctive.
Priarity 5:
Requitment:: Close cow
Replanation: Afcez getting clese to cou, the player should choose to eat the cou to replenish the food level.
Queation: For each action the
the requirametta net??
Ansver:
1. Move Fast: Yea, the requitement in nat the player can now back tovards the path because flat ground (path) is obsarved
stapa to the weat.
Kaap: Yea, the requirment net alnow 'Noog' is always applicable, the player can chonse to stay in plans sonentarily.
Drink
requitement
player
river)
4. Nove sovards the cowr Yeu, the requitenent: in net moving towards the cow requires flat ground in the direction of the and the cou observed 7 ateps to the southweat. The player nowe south and/or weat approach the cou.
Rat cow: No, the requireznt in not net the player is not close enough to a cow, as it in located stege to the south weat.
Qseation: last player
Why?
Ansver:
Yes, the last player action succeeded, The player vas able to nove vest bacause there was flat ground (graze) that direction, allowing the player to without obstacles.
Qsestion: Choose the best executable action from above.
Anager:
The executable action
"Hove East" folfille the requirenent of having flat ground (pata)
direction, and helps player
path potentiallyy avoid zoebse.
Stee 180, Cusulative Rovard: J.D..eeen**.* You book action 2070_east
You
grass steps to your peet
stone steps to your northreast
tree 6 steps to your north-vest
table steps your south-east
stops to your
You face path at your tront (east).
statue:
bealth: 9/9
food: 3/9
1/9 energy:
Your inventory:
coal:
iron:
vood_piclaaze
stone_piciase:
Question: Action
Ancper: South
Question:
List objects in the current observation. For each object, broifly anseer shat resource it provides and itc
reqlirmmnt..
Amsper:
Grase: Provides no resourcee. requirenente.
2. Stone:
Providea stone resourcus ruquired for crafting tools and building atrecturea, Requicea vood pickaze or better to.
collect.
Path: Providea resourcsa, sakea travel maxier. No requizenena..
Zree:
Provides wood resources for crafting tools, weageua, and building atructures. Bequirua wood pickase better
collect.
5. Tabll: Used for crafting toola and veapona. Bequiras wood to craft.
Zasbie: Provides experisnce points and possibly drops. Requirea weapeas, such wood averd, defeat.
Queation: Viat wea the laat action taken by the playee?
Ansver:
The
by player
Question: For each object in the list, are the zequiresents net for interaction?
Ansow::
No requiseeenta interaction, yea, reguireaana
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Stone: You have vood,piciaze and stone_picaase in your inventory, yes, the requirenents collecting
3. Path: No requicenncta for interaction, so yea, the requireeents aiw nst.
4. Tree: You have wood_piclaze in your inventory, so yes, the requizenenta for collecting wood are net.
Tabla: You already have table your vicinity,
table Zushiu: You don't have averd your inventory, ao ne, the euquleennta for defeating zosbis are not aut. You need co craft either a wood, stone, or iron avord to interact with the zomble offectively.
yea,
reguiresnts for crafting
Question: List top sub-taska the player should follow. Indicate their priozity
Anzown:
1. Craft a sword to defend againat the nonbis (Priority: 5/5), Since there's a nombia nearby, cracting a avord should be the
higheat priority for self-delesse.
Collact vood fron trme have wnough resoursea crafting and building (Priority: 4/5). Wood essential for various crafting recipes and building scructurea, so it's isportant to gather zore.
Increase drink level by finding
(Prinrity: 4/5), Your drink lncel 1/9, which is quite lou. Finding sater source to reatore your thirst level is crucial for survival.
4. Find food and incrwasn your Food lnvel (Priority: 3/5). Your food level is alao quite low (3/9), although not critioul as your drink level. Pinding consuring food should
after addressing more pressing priorittes.
Queation:
Vhat aee the requireenna for the top aub-task? What should the player do fisst?
Ansper:
The top sub-task is
avard defand againat zonbia. repurmeents for crafting (wither unod, stone, or iron) aze as follows:
1. Be near the crafting table (therw's table 3 staps to your south-wast)). the recessary resources in your inventory.
The wond sword requirws sond in your inventary. The stone avord requi wood and stone in your inventary. The iron avord investory.
requirer wood, coal, and
Sinow you alrwady have wond (t), coal (2), and iron. (1) in your inventory, you can make an iron aword for better daferse. Pirat, nose 3 southrmant to reach the crafting table. Then, craft the fron award using the wood, coal, and iron that you already have your inventory.
Queation: List top actioons the player should take and the requiranant for each actionn Chonne DNLY deow the liat of all actions. Indicato their priority out of 6.
Ansver:
Priarity 1: Nove South-Fast stepa) Requirenent:: Flat graund in the dextred direction (southrwaze))
Heason: Koving tovards the crafting table to create svord.
Nake Iron, Bwozd Requirenetts: Hearby table, furnace; 2ood, coal, and iron in inveatory. Reason: To be able to dofend againet the zoubie.
Peiority 2:
Priority Nove North (2 eteps) Requirezent: Flat greund in the desired direction (north). Reason: innaae with the zomble once iron evord crafted.
4. Priority 4:
Defeat Zoable Bequirenests: No spocific requirement. Heason: eliminate the zomble threat and
the encounter.
6. Priority 8 Brink pater Bequirenent: Access to water source (lako, river, or any other water source).
Heason: To replenteh the player's thiret, which ss currently at 1/9.
Question: each action the list, are the requirexente nct?
Ansper:
1. Nove Bouth-fast (3 stops): Yes, the requirenents are net. The ground in the southeast direction is not explicitly xentioned, considering the path and the table, should
ground.
2. Make Iron Spord: No, the requirenents are not not, Although the player has irea and zearty table, they also need to be near furnace. The furnace's is lccation is not given in the recent observations.
Nove Korth (2 stopo): Yeu, the requirenente are not. Boving north toice bringo the player closer to the zoubie and will be a volid action.
Defeat Zoabie: No, requirements not yeu. While
specific investory requirenente for this action, evord first (sdeally iron evord) succosstulyy detest the zomble. Since the player
1t is recomtended hase't crafted as iron svord yet, it would be better to wait ustil they do.
Drink No, requisonnta observations. The player needa to find vater sourco (lake, river, etc.) to drink from
Carrently.
auntion
Queation: Did the last player action succeed? Why? Ausper:
Yes, the last player action "novo_cast" eacceeded. The player ablo move the cast because there vas path (tlat ground) in that direction, alloving the player to zove without any obataclea.
Queatimm: Choose best asecutable action from
Ansver:
The best exocatable action from above is to "Hove South-East (3 srops)" cousidering that it neets the requirenents of flat ground in the dexired dirwction, and it brings the player cleawr to the crafting table.
saaassssnSttp:: 191, Cusulative Roward: O. Desssaannnn
You tank action south.
You see:
stone ataps to your amuthreast:
stepa your sleaaa
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stepa your soudd-east
table ataps to your aouthreaxt.
soabie 3 stapa to your nor th
You grase your frant (south).
Your status:
bealth: 9/9
food: 3/9
drink: 1/9
ecergy: 7/9
inventory:
wood:
coal: 2
tron:
pickase:
stone_pickase:
QA
Question: Action
More dest
Qrestion:
Last objects in the current oiservation. For each object, breifly
it provides and 15s
requirwent.
Ansver:
1. Stane: Provides stone an a resource, requires sood pickaze or batter to collect.
2. Path: No rexource provided, requirea requirennt..
Tree: Provides wood as resource, requires wood pickaxe or better collect.
Table: Provides crafting surface, requires wood to craft: and place.
5. Zonbia: Providen asperiance or loot (if the gane supporta it), regsires a seapon (wood, stone, or iron aword) to defant.
Grace: No resource provided, requires requirement.
Questiin:: Vhat. waa laxt act taken by the player?
Ansper:
The last actioon taken by the player vas "nove, a
Question: For each object in the list, are the requirezente net for interaction?
Ansuer:
Stone: the requirexente for interaction
player has sood_ptckaxe stome_pickaze their
inventory.
Path: Yes, the reguirments for interaction are net as there are no spacific requirenents neaded to interact with a path.
3. Tree: Yee, the requirenente for interaction are not since the player has a vood_pickaze and stone_piciaze in thear inventary.
Table: Yes, zequirezents for interaction are not since
table already placed available for crafting. The player also has good in their inventory which can be used for crafting.
5. Zemble:
tes, the requirennnss for interaction are net, as the player can use the wood, prod_pickaze or stone ppickaze currently
in their inventory defend thensolves craft weapon dofeat the zoabie.
Grase: Yes, requirexents for interaction are net as there are no specttic requirennts needed to interact grase.
Question: List top sub-taske the player should follow. Indicate their priority out of 5.
Ansper:
Increase level: Priority The player's is drink
curzeatly 1/9, which is critically lou. They should locate a vater source, euch as a lake, and interact with 15 to replentch their drink level.
Increase Food level: Priority The player's food level is 3/9, which of food, like animale
They should or plante to gather, to increace their food level.
finding
3. Defend against the Zoable: Pxiorisy a. There is zouble stops to the north, posing poreatial threat. The player chould prepare defend thexselves by cratting weapon using their stote_ stoke_pi attack the zoebie 1f necessary.
tools, like the woed_pickaxe
Qsestion: Veat are the requirenents for the top sub-tack? What should the player do firet?
ALsver:
Bequirescate for the top oub-task (Increase Drink lovel):
1. Find a vater source such as lake, river, or sell. Interact with
drink and replenich drink levol.
What should the player do first:
The player should try locate
nearby. like Lake should aove in a direction where they night find vater source renember seeing one previous stops the gaze. lace they have found a vater sourco, they should interact with it to drink and increase their drink level.
by exploring
around then. They
Question:
List top actions the player should takeo and requirenent for each action. Choose ONLY froz the 1ist all actions. Indicato their priority out of
Ansver:
1. Priority 1: Move Vest (Roquizemen:: Flat ground left to the agent) - As the player faces graze at their front, zeving weat brings then claser the grass, which help find nearby
2. Priority 2:
Hove North (Roquireven:: Flat ground above the agent) Noving north will help the player avoid the zoubie and possibly cooe acreas water other resourous.
Peiority 3: Hove East (Roquirenent: ground right to the agont) zoving west or north doeen's provide any vater sourcw or if the player vanta to esplore further in search of vater, moving enst in the nest option.
Priarity Nove (leguirmeet:: ground
agant) Maving south right provide player with exploration options; hovever, will bring thes closer the sonbie, which incrwasus the risk.
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Peiority (Facing Interant: with natariala creatures they cone across, auch mining stone, cutting wnod, or fighting nonsterx. only if they have the secessnry tool and bealth/wunngy to pazform the action.
naterial; necessary
searching
player
Queation: For action the the requirmeents nwt.?
Ansver:
Based on the player's curzent observations and status:
Peiority Nove Yea, requizenet
flat ground (path) playez's left (wwat).
2. Priority 2: Nove North: Yea, the requirmment in net nn there is flat ground (path) above the player (north).
Priority
Yea, requiremen
flat graund (path) player's right
4. Priorisy 4: Nove Bouth: Yea, the requirement is not as there is flat ground (grass) below the player (south)).
Priority This action requires
it depanda
saterial
atoss_pickaze player
and the inventory.
necessary tool they posseza. Curreatly, player
wood_pickazz
action invol vea nining stons or cstting wood, the player neets the raguirwents. Rowwvar, if the action invelvex conbat with the surbis, the player does not have avord and may need to craft one firat.
Queation: Did the last player actioon auccend? Why?
Ansver:
Yes, the last player action "nore, nouth" encceeded because player able face their front (south) without any
way.
Qceation: Choose the best axecutable action from above.
Ansowr:
liet, considering player'e current eituation, Priority octioon nesta the requirenent of flat ground left to the agent, and bringe the player closer to the graan, which can potestially help then find nearby water souroe.
executable action
Stap 192, Ommulative Reward: 0.0 O.
You took actilon weat.
You nen:
stone 5 staps to your amuthreast.
path steps your north-east steps your soush-eastt
table staps to your anuthreaxt.
cou 5 steps to your south-vest steps to your north-east:
You face gress at your front (pest).
statue:
bealth:
food: 2/9
drink: 1/9
7/9
Your inventory:
wood:
iron:
good_piciens pickase:
QA
Osestion: Action
Ansper:
Move East
Question: List objects current obsorvation. each object, broifly ancver resource it provides and its requirenent.
Ansper: Provides:
recource;
Stone
collect.
Provides: Basier navigation; Requirement:
3. Tree Provides: Food zesource; Requiremen:: Food pickaze to collect.
4. Table Provides: Orafting station; Requirenent: Yone, place with good in inveatory.
Frovidea: Food (smat)
defeated; Requireant:
weapon toel (e.g., avord, pickaze).
against noastero (use zeapous or tools defeat); Requirenet:: seapon or tool (o.g., sword, pickare) to defeat the zoabie.
Provides:
Question: What
last taken the player?
Anzper:
The leat action tokon by the player was nese_
Dueation: For each object. the
the requiremett
interaction?
Ansver:
1. Stone Yes, the requirenents are zet, as you have steso_pichaze in your inventory.
2. Path Yea, there no ruguirennts interact with the path.
Zable Yes, requirazenta
you pick_pickeze your investory.
no zoquirenents interact with placed table.
5. Cox Yea, the zequireenta are ass, you cas use the vood piciaae or stoce_pickaze in your inventory to attack the cos.
Zambia
requiranants zusbie.
you
annd_pi stone_pickare your inventory defeat the
Queation: List. subrtaako the player should follow. Tndicata their priority out, of 5.
Acsver:
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Peiocity 575: Collect
drisk level is 1/9, shichh So, find
and drink
from to rextorw your thirat.
Priority 4/5: Eat Cou Your Food Ievel is 2/9, shich ln quite 1oc, and there's cou zearby. Attack and eat the coo your supply.
3. Priozity 3/5: Defeat Zexbie There's a zoable zearby that posea a throat. Bgaáp seapon or tool, (sood_pickaxe ox stone. picknze) to defeat the zonbie and snsurw your safwty.
Queation: What are requi for the top aub-task? What should the player firat?
Ansver:
Bequirenents for the sub-task (Collect Drink):
Waat the player should do first:
Hown towards water which can done exploring the surroundings, and take note of the diractiors of Takex drink their
loce
player should
Queatiom: List actions the player should take and the requiteeent for wach action. Choose ONL frox the liat of all priortty
Ansowr:
3. Priorisy 1: Nove East (Nove Lovarda the vater source to collect drisk)
Requirenents: Flat right (eaes) of the
Priority Move (Alao nove tovarda vater scurce to collect drink)
Requirezent: Flat ground below (noush) of the agect.
Priority
collecting drink)
Requireeent: Pactng the uater source (lake or river).
Priority 4: Hove touards the (Rove East South bazed
Location) soving.
Requiraeent: ground
6. Priority 5: Do Ulntracct with the coe acquire rood) Requiranent: Pacing the possibly have (like stone iron mwrrd) defeat: the and food.
Qsestion: For each action in the List, are the requirezente net?
Anager:
Bast:
Requirement: ground right
agent.
Status: Reguiren iegeirwaent net (player can wove wxxt)
Hove South:
Requirenent: ground
agest.
Status: Requirezent not (player can xozo south?
(interact: with
for collecting drink):
Requirement: Pacing the cource
Status: Reguitenent not met (player currently does not nee water sourcs)
tovards the (Nove Bast South bazed the location):
Requirezeat: ground
the cop (east nouth) noving.
Status: Requirezent not (player can zozo cast or south in the direction of the cou)
(Interact with
aequire food):
or Status: lequirezent not met (player is not facing the coe and lacks proper seapon)
Requirenent: Facing cox; possibly
weapon (like
cop acquire
Question: Did last player
Why?
Yes, the last player action (novo_rest) succeeded because there was flat ground (grass) in the direction the player vas zoving (weet), alloving the player to zore sithout any obstruction.
Question: Choose
above.
Insper:
The best exocatable action from the 1ist above is to Nove East, the requizensat for flat ground right (oast) the agent This action
help player
the water
Stap:: 193, Cusulative Revard: You action move_east.
You steps your south-east
path stops your north-cast
tree atepa to your soudhreast
table 2 steps to your south-east
stepa your
You face gress at your front (east).
health:
food: 2/9
drink: 1/9
enwrgy:
Your inventory:
wond:
coal:
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iron: wood, pood_pickaze. picke,pickase:
QA
Queation:
Araver: Hovo Hest
Question:
List objucta
olseevatiinn For each objact, breifly
it providea and its
regiirment.
Anaver:
1. Stone: Provides stone resource; requizea wood pickaze or better to collect.
Provides
requiranenta
Tewe: Providea wood resmurce; na specific requirment to collact.
4. Table: Allowa crafting of tools and veapona; requizea seod to zake.
5. Zanbie: potential thrast; combat ray required; regrires seagon defast. basic terrain; apecific
requimeenta.
Queatiin:: What. waa the last action taken by the player?
Ansowe:
The action by player was nove, east.
Question: For each object in the list, are the zequirannnt Det for interaction?
Ansper:
Yex, requiraaanta
you have wand, wand_pickaza
stone_pickes your inventary.
Path: Yea, there are no requirannts interact with path.
3. Tren: Yes, there are no specific requiremnte to collect sood fron tree.
4. Jabla: Yex, the requrmments
you hawe vood in your investory rake table. the
Zombie: tes, you interact
using reapon, although you only sood_pickare stone ptone_ptcitare an potantial veagons. Crafbing suitable ceapon, like a wood aword or stone sword, would be nore effective.
6. Grezs: Yex, there are no specific reguirmeenta to interact. with grass.
Qseation: top
player
Indicate
priority
Ansver:
1. Increaze Food and Drink levels (Priority: 5/5) TTo ensure survival, prioritize finding nource of food (o.go, hunting the searby cou) and drink (n-g., locating lake river drink fron).
2: Grafe a custable seapon (Friority: 4/5) - Crafting wood svord or a stone svord will help you defend yourself more affactivaly againat the nombia and other potantial threats.
Collect nore rescurces (Priorsty: prograss further the gana.
Contince collecting wood, stone, and iron to craft better tools weapone,
Qsestion: Veat requirenents for the aub-tack? What should the firet?
Ansver:
Requirenente for increasing Food and Drink levele:
Find courcos of food and drink other food cources.
lake,
drink from locate aninals, plants,
2. Grafs required tools or weapons (1f necessary) For hunting anieals, such the nearby con, you might need to craft a weapon like wood
evord. For gatbering frusts plants, you night need to craft toole like sickle
The player sbould first focus on finding a water source to increace their drinis level, as it i8 at 1/9, They should also be increase their food level, shich 2/9.
prepared bust the nearby
Qsestion: Last top actione the player should take and the requirenent for each action. Choose ONLY frox the liet of all actions. Indicato their priority out of 6.
Ansper:
Priority Hove to water source Requirerent:
lake, river, other vater source nearby to increase the
drink level. (fove North, South, Bast, or Vest based on observations)
Priorisy Deink from the
Requirement: Be adjacent
(Collect Drink)
3. Priority 3: Craft seapon to hunt aninais for food Requirezent: Have cufficient raterials (cood or stoso) and be near crafting table. (Nake Vood Bucrd, Nake Stose Bvord according existing investory)
Priority 4: Move closer to the cow Requirenent: Locate con and move the appropriate direction got cleser dapending
it. (Move North, South, East, oz Vest)
Peiority Hunt on context provided by the gans)
Requirerent: adjacant
and have veapon ready
Queation: For euch action in the liat, are the zequiranens net?
Ansver:
pater cource: The player has not currestly observed vator source searty, 6o this requirenent not nct.
2. Drink from the vater source: As there is water source observed, this requirement is n0t zet.
Craft veapon to buat ideal veapons, they can potentially be used as weapoes. The player can also use nearby wood from their inventory to craft wood avord if they to crafting table. So, this requirmeen is partially set.
for food: The player already crafted a vood_pickaze
stone, stoos_pickaze. Althiuuh noc
Nove closer to com: player obsorved cou steps to south-west. The playor can nove west south get closer to the cov. This requiceeet is sut.
Runb the
player adjacent
requirarent for
ls not cursently aut.
Queation: Did the Tast player actiion succend? Why? Acsver:
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the player action auccoeded. The player able player in the eaat direction, allowing thws to nove direction.
because there flat ground (grass) front
Question: Choose the best executable action Irom. above. Anaver:
The abecutable action from the above to move closer to the cox. The player can move weat south get closez to the cow since At is observed 6 stepa to the south-vest.
Stapp 194, Conulativn Raward: O, 0.
You took action vest.
You 208:
stone 5 steps to your southreast
path 3 steps to your northreast your soudhweast
stepa
table atega to your south-east
cow 5 steps to your sonth-veat
nombie stepa to your north th
You fwow grana at your front (wwxt)).
Your status:
Sealth:
food: 2/9
drink: 1/9
energy: 7/9
Your inventory:
vood: 1
coal:
wood pll._picko pickase:
stone_ _itne_p
QA
Qsestion: Action
Anzver:
Hove daxt
Osestion: objects current observation. each object, breifly anseer resource it provides and it8 regeirmentt
Ancper:
vood, pickase Path: Provides casier aovenent; requirezonts interaction.
Stane: Provides
collect.
3. Tree: Provides wood resources; requires a poct_pictaze or better to collect.
4. Table: Provides the ability to craft steas; requires wood to craft and place.
Provides foed defoated;
interaction.
loeing health;; requires weapon, such sood_evord or better, for offective conbas. 7. Graen: Basic terrain elament; no specific resources provided or interaction requirerents.
Zombie: Most defeated
Osestion: Veat
last action taken the player?
Ansver:
The last action taken by the player was "move_sect".
Question: For each object in the
the requirezente
intoraction?
Ansper:
1. Stane: Yes, the requirezente are zet for interaction, as you have a vood, wood_ptckane and stone, stone_piccase in your inventory.
2. Path: Yes, the zequirenents are net for interaction, as there are no specific requieencata for interacting with path.
Tree: Yee, requiresente
for interaction,
picizee your inventery. your inventory.
requirexents 6. Cow: Yes, the requirements are net for interaction, as there are no specific requireents for interacting with a cop.
Table: Yes,
interaction, as you
6. Zombie: Vochnically, the requienente for interaction can be net eithout a reapon, but it is not advirable to engage in conbat without
Infortunately, you de Grass: Yes, the zequirezents are net for interaction, as there aze no specific requironents interacting with grass.
seapon is inreatory.
Question: List sub-tasks the player should follow. Indicate their priority out of 5.
Amsper:
water source to drink restore thiret. Priority:
2. Craft a veapon (vood_avord or better) to defend against the zorble and other potential threats. Priority: 4/5
3. Collect nore rescurces, such wood and stone, to prepare for crafting and building botter tools and itens. Priority:
Question: Vhat are the requirenents for the top sub-task? what should the player do fixet?
Ansver:
Requiresants for top
(Find
drink
thirst):
Locate vater cource
river.
2. Approach the Hater source.
The player should first atteept player finda vater aource, they abould nove covards drink and reatore their thirst levela.
their
sxploring the anvirmennt around the
Questiom:: List actions the player should take and the requirmeet for each action. Choose ORLY frox the list of all actions. Indicate their priority of
Ansver!
1. Priority 1: Nove Vest (Move closer to the cos visible ataga to the south-vwat) Requiramnt:: Flat ground laft to the
agent.
Priority
the and aventually kill food) Reguirmeen:: Plat. graund below the agent.
Peiarity 3: Move East (Locate a water source to drink reatore thirat) Requireeet:: Flut ground right to the agent.
4. Priority 4: Make from Bword (Grafs an Iron Boord to defend against nonsters) Requirement:: Bearby table, furnace; 2ood,
coal, iron in inventery.
Priority Bleup (Beatore esergy
safe from potential thewats) Requitenent: Energy below razisus.
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Queation: For each action the list, are the requirmeent net?
Acsver:
1. Priority 1: Nove Vest Yos, the zequizemente are aet. The player has flat ground to their left (weat) to nove.
Priority 2:
Nove Bouth Not curcently nec, siace player vest, the requirement of flat ground belov the agent (south) will likely be net.
nove weat first to approach coc. Aftez noving ing
Peiority Nove East Yea, requiranena
player
ground their right (seat)
4. Priority 4: Nake Iron Bward - No, the requireentt are partially net. The player is not purrently neur table and Iurnace, and they onl have 1 iren instead of the zequired 2. The player needa to rind another iron ore and place furnace
they
asard.
6. Priority 5: Bloop Yeu, the requitenenta aze oet. The playar's eaerg level is below maxisum (7/5). Hovavar, the player should find xafa location before atterpting to xleep.
Question: last player action aucceed? Khy?
Anaver:
Yea, the last. player action "sove_weat" weat" aucoweded because there uaa flat. ground (geazs) in the direction the player vanted nowe (weet), and there no obstacles or barriers preventing movement.
Queation: Choose the beat executable action from above.
Ansper:
The asecutable action
above Priority Novw Veact. The requireeents ground to their left (weat) to nove, and it beings then closer the coz, shich will provide upon Killing.
player has
Stapp 186, Gmulative Roward: You tank action nove, swat.
You
stone ataps to your aouth-east
path d steps to your north-east
tran steps to your northrowst
table steps
your south-oast cow 4 steps to your south-vest
nombia staps to your waat
You grass at your
Your statue:
health: 7/9
food: 2/9
drink: 1/9
energy: 7/9
inventory:
wood:
coal: 2
pood_pickaze:
stome_ptcioxe::
QA
Question: Action
Ansver: Hove East
Question:
List
obsorvation. For each object, broifly
provides and itc
requirenent.
Ansper:
1. Stone: Provides stome for crafting tools and building. Requirexent: Use a wood or stoze pickaxe to collect.
Path: Frovides easy
and navigation. Reguirazent: Mone.
Zree: Provides wood crafting and bailding. Requireneat:
an pickare collect.
4. Table: Provides a surface for crafting toole and vespone. Requirenent: Place using wood froz inventory.
6. Cow: Provides food to restore health. Requizenent: thase and catch to consune.
Zoabie: Posos threat health and cafety; defest it
Requirezent: Use
other weapons
T. Grass: Can be collected to create paths, anisal foed, ez other crafting sateriels. Requirezent: Rone.
Queatimn: Vhat
laat action taken the player?
Ansver:
The last action taken by the player was nove_west.
Question:
For each object the
the requirezente
interaction?
Ansver!
1.
Stane:
Yes, you have pickaae and a stone_pickaze in your inventory for collecting scone.
2.
Path: Yes, no apecific requirenente needed to interact with the path.
Tewe: No, you don't. have
your inventory collect. alternative.
Rovever, you still sind_pickase
stose atoss_pickaze
4. Table: Yos, you already have vood in your investory, se you can place a table if needed. intaract with the cou chasing it and catching it cossune it as food.
5. Cow: Yea,
Zeshie: No, you don't have
inventory defeat the goabie. You still acceept defeat using other nothodo, like ramnin avay or using pickaze, but aay less effective.
T. Greas: Yea, there are no specific suguirmsenta to interact. with grass.
Dreation: List top subetaako player should follow. Indicata their priority
Ansver:
1. Restoze drink neter (Priority: 5/6): Since the drink noter is 1/9, it is esseatiol to find vater to drink frox lake oz river to wvold dehydration.
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Fight avoid zoabie (Pxiority: 4/51: zombie only away, not available) try to by noving different direction.
defeat zoabie using pickaze
3. Bestoze food meter (Priority: 4/6): The food noter is at 2/9, do catchinng and consuning the cou, shich is four atega food
bealth.
Question: What are the requirenente for the top aub-task? What should the player do firat?
Ansow::
Top sub-task: Restere drink (Prioxity:
Requirazanta:
Find source of vater (lake, river, pand)
should player do first:
1. Look for nearby vater sources shown the clservations (e.g., lake, river, or pond).
2. Move tovards the water soures navigating accordingly (north, south, adjacent
weat). Queation:: List. top actions the player ahould take and the requiranent for each action, Chonne ONLY feor the 1ist of all actions. Indicata their priority out of 5.
actima replenish drink
Actions Hoen East (Priarity: 5/5)
Requiraaent: Flat ground right to the agent
Reason:
from the zomble and head touards the table
Action: (Priority: 5/5)
lequirezent: Be adjacent to vater source (lake, river, or pond)
Beason: To replinish the drink
Action: Move tovards cou (Priority: 4/5)
Requieaent: Flat ground in the direction of the cos
Reason: est and
food
Actions
(Priority: 8/5)
lequirenent: Hearby table, furnace; wood, coal, iron in the inventory
Beaaon: To create stronger seapon for defeating nombiea and akaletons in the foture
Action: Hake Iron Pickaze (Priority: 2/5)
Requiraaant: Maarby table, furnane; wood, coal, iron in the inventory collect dianend the future
Beason: upgrade
Qseation:
action the list are the regeirmaents net?
Ancper:
Acttoo: Hove East
Requirenent: ground right to agent
Aro the requirezente not? Yee, there is flat ground to the east of the agent.
Action: Drink
Requirement: adjacent
eource (lake, river, pond) Are the regsirezents net? No, there is no water source rentioond in the current observation.
Action: Hove tovards
Requirenant: ground
the cop
Aro the requirenente net? Yee, there is flat ground betwecn the agent and the cou.
Action: Make Iron
Requirenent: Mearty table, furnace; wood, coal, Are the requirezente net? No, there is no furnace nentioned in the current observatioo.
inventory
Action: Haze Iron
Requirezent: Mearby table, furnace; wood, coal, Aro the requirexents net? No, there is no furnace neacioned in the current obsorvation.
inventory
Question: Did last player
Ansver:
Yes, the last player action (novo_vert) eucceeded. The player vas able to move ose step to the west because there was flat groun (grass) in that direction, allowing the player to zove vithout aay obstacles.
Qsestion:
Ansoer:
The best exocatable action from the abore 1ist is:
Action: East
Requiresent: Flat ground right to the ageat
action flat ground the
player
zoabie head towards the table shille having requirement
agest.
Stap: 196, Cusulative Roward: You took action zove_cast.
You
grass steps to your pest
stone 6 steps to your south-eaat
path 4 stepa to your north-east
steps your
tablu alaga to your south-waat
cou 3 steps to your south-veat
You sorbie your (waat).
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bealth: 7/9
food: 2/9
eaergy: 7/9
Your inowntory:
coal:
Iron:
wood_ pickaze:
pickazw:
QA
Question: Action
Ansow::
Queation:: List. objects in the current oiservation, For each objact, breifly anscer shat resoirce it provides and its ruqliremnt.
Grazs (vwat): Providex no specific reaource, can be traversed.
2. Stame (south-mmnt): Providea atons resource shen mined with wood or atone pickaze.
Path (north-east): Provides
novement, spectfic resource.
chopped 7ablu (south-wast) Allosa crafting various toola vespona nearby; requires wood to craft.
(north-weat): Pravidea
pickaze.
6. Con (nouth-vent)): Can be interacted with to obtain food (Rat. Cow) to restore the player's health; requires no specific cool to interact.
creature
to survive; can
uring wood, stone,
Queat.ion: Vhat. wea the laat action taken by the player?
Ansper:
The
by player
Qsastion: For each object in the Liet, are the requirenente not for interaction?
Ansoer:
Grass
requiremente are net interaction as you can sixply nove oato gracs or traverse withour any specific tool or resource.
interaction because you wood_ stono_pickaze Stone (eoutb-cact): Yes, requirenents stone.
your inventory,
3. Path (nortb-east): Yes, the requirenents are not for interaction as can move onto the path sithout any specific tools.
Tree (north-rest): Yes, the requirenents are not for interaction as you have a pood_pickare and stame_pickane in your investory, which can be used so chop the tree and collect wood.
requirenetts are your inventory to craft toole and veapons.
(eouth-eact):
interaction only requiree being nearby you
Con (eouth-vest): Yes, requirenents not interaction without any specific tools.
iateract with
obtain food (Bat Cow)
7. Zomble (east): Yes, the requirmente are not for interaction but eince your health is low (1/9), it would be a bit risky. wood_pickare, stone_pickaxo,
engage conbat the zombio. Hovever, 11 rocomeended restore your bealth first engaging the zoxbie.
Question: List sub-tasks the player should follow. Indicate their priority out of 5. Ansper:
Prioritize rinding source
current critically lov. Locate a lake or river so drink from and rekydrate.
restore
(Priority:
Obcain and food
health (Priority: Your interact the nearby (south-vest)
food level Coo) inprove your and food Lovols.
level
3. Defeat the zoable to ensure safety (Priority: 3/5): With zoable close (east), your safety is at risk. Graft a good the table (south-cast), thiret should be prioritized fizet increase chances eurvival during the righe.
pickazes
in conbat with zoable. However,
replesishing your
Question:
What are the requirenents for the top sub-task? What should the player firet?
For the top sub-task of finding source drink to restore
Bequiranents:
Locate
like
Viat. the player should do first:
1. Explore your purzounding by noving in differeat directions (north, south, east, oz west) to find vater source. Keep eye
any lakes rivers your vicinity. Osce you thirst (Collect Deink).
and replenish your
Questiia:: List actions the player should taže and the requizeeent for wach action. Choose ORLY feox the liat of all actions. Indicate their priority of
Ansver!
Peiority 1: Hove Weat, Easc, Korth or Bouth Requirennt: Flat ground in the direction of noversnt.
Purpose: Bore towarda vacer source replenish thirst.
Priority Collact
Requiramet:
vater source (like river).
Purpose: Restore thirst level.
Peiority Nove West, North South Requiremett: Flat ground direction
299

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Pirpose: Hove towards refuel food supply-
Peiority 4: Defeas Zoebin Requireant:: Facing the sosbie.
Purpose: To protect yourself and avoid taking dazage.
Priority
Requiremnt:
inventory.
Purpose: To craft additional tools and ceapona.
Question: For each action the
the requiraaetta pet?
Ansowr:
For the provided 1ist of top actions:
Priority
Requireeent: ground direction
Yea, requiemments sut. You can nove Host, Eest, North, ar South long there's flat ground the direction you intend to sove. In the current clservation, flat ground available in the Neat direction shere you faced grasa in step 290, and other directiona night. also have flat ground.
Priority Collect
Requirenent:
vater source
river).
No, the raguirwents are not net. In the currant chservation, na water source ix mentioned in your surraindnggs.
Priority
lequirenent:
ground
direction
Yex, the requirments rat. Similar Priarity 1, you can novn any direction na long as flat ground. approach the cou, you can nove South or Neat, aa the cou in B stapa to your Bouth-West.
Priority Defent Zonhie Reguireaet::
Yea, the requirmment sut. You ase curruntly facing zombie the direction, as par alsp 322.
Priority 5: Place Tabla Requiteeett: Vood in inventary. the requieeente xet, You
your inventory,
enough place table.
Queatiin:: Did the last player action succend? Why?
Ansver:
player
iuccaeded
preventing the player anving east. After aaving wast, the player nov facea sonbis the front (mot)).
Qseation:: Choose the best executable action from above.
Ansper:
The best executable action from the list above is Priority 4: Defent Zomble, as 16 has direct impact on your survival, and ita requirmeent of facing the zonbie ia currantly ret.
Stop: 197, Cumulative Reward: J. You taok action do.
You see:
grans steps to your west
stops your south-east path steps your north-east
tree steps to your north-qest.
table 4 steps to your south-oast cou steps your south-west
You face zonbie at your front (oast).
health:
food: 2/9
drink: 1/9
energy: 7/9
Your inventory:
wood:
cood_picimms
stone_piikazze
QA
Qsestion:
Ansoer:
Do
Question: objects current obsorvation. each object, breifly ansver resource it provides its requirenent.
Anaver:
Stone: Provides flat
requiresents.
to gather resources. Roquires pickaze euccossful mizing.
8. Path: Providea flat aur face to aove on. Mo apecial requiresena..
4. Tree: Can be chopped doen to gather wood. Bequires in axe for successtul chopping.
Bsablea crafting recipes. Requirea zeguirezents.
Provides food when defeated. apecial
T. Zoabie: Must be defeated to avoid lesing health. Requizes veapons for efficient cosbat.
Question:
laat action taken the player?
Ausver!
The leat action taken by the player was "do."
Dreation: For object.
requirmeets
interaction?
Ansver:
1.
Graas: Yes, the zequirezents for interaction are net, as you can nove on the flat surface.
2. Stane: Yeu, the reguirwents for interaction are have vond,
you vond_piickas pickass atons,plcloss in your inventory.
Puthi: requirasenta interaction
the
300

---

you 5. Table: Yes, the requirazents for interaction ion are net, as you have wood in your inventory.
Tree: requiresunts interaction
you
chop
in your investory.
6. Cow:
Yes, the requiresente for Interaction aze net, as can interact with the coe vithout special requizezents. Zoshie:
requimeents interaction sakemhift suapon. Bosever, having
as you have pick,pickass your inventory that be nore efficient.
Queation:: List subrtaska the player should follow. Indicate their priority out of
Acsver:
Priority 5: Befeat the zoebie to protect your bealth. your wood pickace rakeshif't weapon or craft aword possible (wood requirea a nearby table and wood in the inventary).
Priority Collact food defeasing
repleniah
currently
B. Priorisy 3: Find source of water or drink to restore your thirst level, which is currently at 1/3, Drink from lake collect unter container, if available.
Question:
requirenenta for the top aub-task? What the player firat?
Anaver:
Requicanents for the sub-task (Duleat the sombie):
seapon
weapon, wood_ pickare, which can investary, they already have wood
iron, plager's currect pickaze, sword, makeahiff weapon.
What should the player do firet:
Equip
sond, sond_pickase nombis direstly.
equipped alrendy
inventory).
3. Attack the zomble with the equipped wood pickaze to defeat: it, and protect your health.
Osestion:
player chonld actionn. Indicate their priority out of 5.
top
requirement for action. Choose ONLY frox
Anaver:
Top actions the player should take their priority:
Priority (Righwat):
Actioo: Do (Attack the Zomble)
Reguiraaenta:: Face zomble directly, have uond pickase or other weagon equipped (the player has wood, good_piciaaze the investory)
Priority 2:
Action: Movo South
Requirements: Flat ground
sgent, get closer
Priority 3:
Action: be (Chase cau)
Boquiremcats: Facing con dixectly, oace cleeer to cos, increase food.
Priority 4:
Action: Collest Drink
Requiremente: Lake or cater source rectore thiret.
Priority E:
Action: Sleop
Bequireseats: Energy
bolow zaximun (Playor's energy is curreatly T/8, they will need to rest some point)
Note: The priorities above should be addressed based on the player's current needs, focusing on bealth, food, drink, and energy nanagenent.
Qsestion: For each action in the List, are the requirezente net? For
Ansper:
let's checks the requirezente based the player observation:
Priority 1 (Bighest):
Action: Do (Attack the Zoable)
Bequiresens:: Face zoabie directly, pickaei seapon equipped.
Bequireneats Net: (Player faces the zombie directly wood_piccazee)
Priority 2:
Action: Hove South
Boquirenente: Flat ground
agent.
Regoiresants Not: Caszot confixn based on the observations provided. The southern terraia is not noutioned, so it is uncleaz 1f there is flat ground below the agent.
Priority
Action: Do (Chase the cou)
Bequiresents: Facing the directly, onse closer to the cov, chase it to increane food. Reguiresents Net: thet face coo directly and chase 15.
player
closer
aoving south first flat ground available),
Priority d:
Action: Dollact
Bequirenents: Find lake or vater aource restore thirst.
Bogoiresente Not: Bo. There is no nention of vater source in the playor's observations. The player needs to find lake water sourcw to drink from.
Priority
Action: Sluup
Bequirenants: Energy level is beloww zaximun.
Regoir eageireeents
player's energy they able aleep necensery.
Question: Did the last player action succeed? Why?
Ansow::
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unclear whether last player or anviroment betseen the twn observations. It. could have an unuccwsaful attseppe or an that had no signifioun inpact.
succeeded
noticeable change playez'a
Queatiin: Choose best, axecutable action from
Anaver:
The best execatable action from the list above is:
Priority (Bigheat):
Action: (Attack the Zambin)
Requirements: Face the mosbie direstly, have wood pickese or other vwapon aquipped. Bequirenents Not: Yea (Flayez facea the zombie directly and has picd_pickaze)
Seweeeeeetaap 198, Comllttve Bawards O. 0. You Look action do.
You saa:
aLome stepa to your southreaat steps your north-east tree steps to your northrowet
table stapa to your aouthrwaat
cou stepe to south-vest stapa your anuth
You face grass at your front (east).
statue:
ban 7/9
food: 2/9
drink: 1/9
energy:
Your inventory:
wood:
coal:
iron:
sond pickaze:
stone_picisse:
Qoeation: Action
Anspor:
Move wees
Question:
List objects in the curront obeervation. For each object, brosfly anseer shat rosource it providee and ite reguirement.
Amsper:
Stone: Prorides
as resource, required crafting stone tools and reapone, well as furnace. Requiree
pickaze to col lect.
Path: This 15 narigational festure and does not directly provide resource.
Tree: Provides uoed
and building structures. Requirer specitic toal so collect using axe would nake process faster.
required for crafting rooden
Table: Provides cratting etation for creating tools and pespons. Bequires vood to create and place.
Cos: Provides food shen defeated, Requires no specific tool to defeat, but ueing weapon, like svord, will make the process faster.
Zoabie: This eneny could potcatially drop itens resources when dofeated,
rotten lou-guality food source. can be defeated with any weapon but using svord would be more effective.
Grass: Generelly doesa't provide resource directly but constixes can drop seeds for planting whea broken. Bequires specific tool collect.
Question: Vhat was the last action taken by the playor?
Ancper:
The action taken by player "do."
Question:
For each object in the list, are the requirenente net for intoraction?
Ansper:
for interaction, Path: There are requirenents for interacting eith path
requirenente
player wood_pictaxe
inventery.
navigational
Tree: Yea, the roquirenonta are not for interaction. Although the player doese't have as axe, they can still gather vood
without specific tool.
Table: The player
with the table craft player can atteupt defeat the con even although a weapon would nake the process quicker.
table already placed.
Yea, requireenca are for interaction.
veapon,
Zoubie: Yea, the requitments are sut for interaction. The player can attexpt defeat the zombie even vithout veagon, although veapon like spord would be offective.
Gross: Yes, requiremente are net for interaction, as is no specific tool needed collect grace.
Question: List top sub-tasks the player should follow. Indicate their priority out of s.
Quanch thirst (Priority: B): The player haa drink of 1/9, so finding vater to drink is essencial. Look for water source, 1ike a lakee, and drink from it.
Increase food level, (Priority: 4.5): The player obtain food, or they can look for other sources like planta.
food level of 2/9, There
nearby which defeated
3. Avoid or Defeas Zoebie (Priority: 4): A zoabie is two to the south-east, posing porential threat. The player can by moving away angage try
wither
using available tools.
Question: that are the requirenena for the top aub-task? that should the player do firat?
Ansvwr:
Top sub-task: quench thirst (Priority:
302

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Requiramenta:
1. Locate a vater scurce (u.g. lake, river) withis the gaza.
2. Nove rovards the vater source.
drink
Fixst, the player should look around the envirousent to spet Hacoz sourco. Osce found, nove tovards is and then interact with it to drink water and incrwase the drink lavel.
Queation: top actiona the player should take requirenent for actioon Chonne DNLY from the 1iat xll actions. Indicate their priority out of 5.
Ansver:
Heat (Priority:
Requiranant: ground laft
agest.
Beason; There in grass step to the west, shich night lead the player to find vater.
Action: Hove East (Priority:
Requiresant: ground right to agant.
Beason: The player is currently facing grass to the mast, but. it dide'tt mention any unter anurcea nearby.
Action:
(Priority:
Requirarant: ground balow agent.
Besson: Koving south pata the player closer to both the cou and sorw visible gane slezeste, patentially increasing chances finding
Action: (Priority: 2)
leguirezent: Pacing creature or natarial; have necessary tool.
Beakan: This action ix useful for inseractinng with the anviroment, wither to collact resourosa, craft iters or fight loovever,
player currestly facing grace without any tool, priority is nonent,
5. Action: Sleap (Priority: 5)
Requironent: Energy Level
playar's energy
Though urgent, sleeping energy
eaxier to perforn other actions future.
Qseation: Por each action in the list, the requirasents net?
Ansper:
1. Action: Move Heet
Requiraeant: Flat ground left to the agent.
Aro requirennts Yos,
flat
Action: Moen
Requirenent: Flat ground right to the agent.
flat the Yes,
3. Action: Hove South
Requirezent: Plat ground below the agent.
information
the south provided player
obeervations.
4. Action: Do
Pacing requirencnte No, playez carrently facing grass
naterial;
tool.
specifically grass their
investory.
Action:
Requirenent: Energy
maximu.
Are requtrenente net? Yos, the player's "s energy Level 10 at 7/9, shich is beloe the maximon
Question: Did last player
succeed? Why?
Ansver:
I camnot determine if the last player action succeeded or not, because there is no infermation about the outcome of the action "do," Additionally, the observacions at stope 396 and 396 do not provide enough context to judge the success of action.
Question:
Choose the best executable action fron above.
Ansver:
The exocutable action from
Hove West, fulfills requirement having the courcee.
night the player
StmansennSSgg:: 199, Qusulative Roward: D.Densnanans You took action m0se_pest.
You
path stops to your north-cast
tree stepa to your nor northeeeat
table E steps to your south-east
steps your
stapa to your south-wast
You fwow at your front (veat)..
starus:
bealth: 7/9
food: 2/9
0/9
enwrgy:
Your inventory:
303

---

coal:
Iron:
wood_ pickass::
atone_ pickazz
QA
Queation: Action
Ansver: Hovw East
Queation: List objects in the current observation. For each object, breifly anszer what resource it pravi dea and 1tx requiremnt.
Ansver:
pickace Path: No direct resoure;; provides eaxier novement, and navigation.
Provides
readurce; requires
callact.
3. Tree: Providea veed resoure;; requizes no apecific tool to collect, though as axe apeeda up the process.
4. Table: Allous crafting of toolx and veapone; requirma vood to create.
specific teel requireeet, though seapon like is belpful. Zusbie: dangerous creature to aveid defeat; no apecific toel requirezent but veagon like aword helpful.
Providea food (neat) shen
Your statua indicstors:
dying. Food: Indicatae your hunger level; eat fond to replantah.
llegresenta
damage you can
Drink: Indicates your thirat level; driak water to raplenish.
Inergy: Regresents
overall starins; sleep rest to replenteh.
inventory itars:
Vond: à resource used for crafting and bmilding.
Coal: resouros used for analting itens in furnace.
Iron: resource used crafting higher-tier tools reapone.
Wood Pickese:: tool for collecting stone, coal, and tron.
Stone Pickazw: atronger tool for collecting stone, coal, and iron faster.
Oseation: What
by player?
Ansver:
The last action taksen by the player was nove weet.
Qsestion: each object in the list, are the requirenente
intoraction?
Anzver:
1. Stane:
Yas, the requirwennts are sat. You have wond, pickazw and stone, pickaze in your inventory, which allowx you to
collect
no specific requirenene interact path, and cimply used easter novenent and 3. Tree: Yee, there are no specific tool requirenents to collect wood from the tree, but having an axe would nake the process
Path:
navi gatigatiin.
Table: Yes, requirexents are zet. You already placed tablo, and you can interact with it to craft tools and xeapons as needed.
5. Cos:
Yea, you can interact with the cos without any specitic requirennte. Bosever, having seapon nuch as aword sould food.
make it easier
the the
Zombie:
without any spectfic requirenetts. llovever, having weapon would make it easter to defend yourself and defent the zombie.
Yes, you inperact
spord
Siace your food and drink levels are los, crecial to interact with the con for food and find soos. Also, keep an eye your energy level and find cafe place rest shen needed.
crink
Qsestion: List top sub-tanke the player should follow. Indicate their priority out of 5. Amsper:
thiret lovel is at 0/9, making urgent task to find a vater source for drinking and prevent negative effects or death from dohydration.
vator source drink replesish thirct (Priority:
Bill the Killing con and eating the neat help in restoring your hunger level nointaining good health.
food and
replenish bunger level (Priority: 4/5) Your food level is at 2/9, which quite lon.
3. Find a cate place to rest and sleep to replentch energy level (Priority: 3/6) Your energy level is at 6/9, which is still reasonable but need replenishing eventually. Finding safe place your eaergy without interrapeious from potestial dangers nonsters.
that you regain will holp
Beneaber to monitor your health, food, drink, and energy levels throughout the and to adjust your priorities seeded.
Qsestion: are requirenents for the top eub-tack? What the player firet? Ansper:
For the top sub-tark of finding water cource and drinking to replecish thirst level, the requirenents are:
Locate vater source such lake, river, or pond in gaze corld.
2. Approach the water source eafely, encuring the path is clear of any nonsters or hazards.
3. Interact with the vater sourcw drink and zeglenish your thirst level.
The player chould shov any nearby vater, they should esplare the surrosding area by zoving in different dizectiona (north, aouth, eest, oz vest) and observing their enviromeet for sigus of vater sources.
focus locaring water cource in their viciaity. Since the player's current obscrvatione not
Question: List top actions the player should take actious, Indicate their priority out of E.
requirenent for each action. Choose ONLY frox the list all
Ansvwe:
Priorisy Nove (Nove het/Matt/Krrt//attt)) Flat ground in the chosen direction, player should explore the surrouniigg to a eater source, as their drink levol very 1ow.
2. Priority 2: Do: Facing water source. The player must drink vater replenish thirst once the vater source in located.
Peiority 3: Du: Facing cav with wood/atams/lron wword player dosan't L pazausa usapon carrently). The player needs to defeat the cou for food to replentsh their food level.
304

---

Peiority Make Food Bword: table and wood in inventary. Crafting averd with sood inventory atega aouthreast help player the cow food.
6. Priority 5: Nove closer to the table (Nove East/Bouth), Flat ground in the chosen dizection. The player needs approach the
Question: For each action in the list, are the zequirezente net?
Ansow::
requirezenta There flat ground direction for 2. Priority 2: Do: Facing water source: No, the zequirenenta not net. The player has not Tound watez source
Peiority Neve Eutt/kat//artt/Buuhh)
player to move.
Priarity Facing cow wont/atoms/lron aword: No, requirennts are not ret. player down sword to defeat the cou.
Priority Nake Food Bward: Yea, the requirennta nearby atepa
player
their inventory,
table
southeant).
5. Priority S: Nove closer to the table (Novw Bust/Bouth): Yeu, the requiresents arw set. Thare la flat ground wach player approach
Queation: Did the last player action succead? Nhy?
Ansver:
player action (rove, that direction.
ground (grnas) allowing player
Queatiom:: Choowe the bext. azecutable action from above.
The best atecstable action from above Priority 1: Nove (Hovn Seent//eet//oott/Seeee The player should explore the aurroundings to Find vater source, an their drink level in very los, and the requirmentt for this action are net.
305


Reviews:
[{"review_id": "0dcmucq2G7", "reviewer": "Reviewer_QUqN", "summary": "SPRING is a method that reads a game (Crafter)'s original academic paper and reasons to play the game with a large language model (LLM). \n1. study the paper: a fixed set of questions are used to summarize gameplay and action space information, with parapraph-level decomposition and then question-wise aggregation.\n2. reasoning: a fixed list of 9 questions in a DAQ are answered by LLM using game information (described in text) and answers from parent questions. \n\nResults are impressive --- such a zero-shot model beats RL baselines with 1M training steps, also with a smaller variance. ", "questions": "- what's the cost/speed for GPT-4 experiments?\n\n- is there any statistics for RL performances beyond 1M steps, which might not be trained enough?\n\n- typo: line 81 \"key aspects the visual observation\"; line 64 \"independently in\"\n\n- use \\citep", "limitations": "limitation about visual descriptor is mentioned.", "rating": 6, "confidence": 3, "soundness": 3, "presentation": 3, "contribution": 3, "strengths": "- It is an important and popular direction now to study how to implement RL agents using LLM, so as to avoid typically millions of training steps and problems like generalization and robustness. The paper makes great progress in this direction, significantly beating RL baselines in the game of Crafter.\n\n- Components are reasonable and fairly novel. Can imagine these techniques be useful for other games as well.\n\n- Good component and ablation studies, and good presentation.", "weaknesses": "- Since only one game is studied, it is harder to understand how much of performance comes from many human inductive bias in designing the pipeline (e.g. questions chosen, descriptor ad-hoc rules, etc.)  --- these things might be strong enough priors that LLM just serves as a symbolic processor, and might even be replaceable with some simple rules. It would be cool (but hard) to see to what extent LLM itself can just be also replaced by some heuristic rules to solve the game --- and if it performs poorly, the use of LLM (and hardness of game) is more justified.\n\n- I'm a bit surprised (maybe not that surprised) \"Learning to Win by Reading Manuals in a Monte-Carlo Framework\" is not cited, which is probably the groundbreaking work in this direction from 12 years ago.", "quality": null, "clarity": null, "significance": null, "originality": null, "strengths_and_weaknesses": "", "was_revised": false, "final_justification": "", "rebuttal": "Thank you for recognizing the novelty and importance of the direction of our work. Here are our responses to the questions and concerns:\n\n\nW1 Rule-based agents: \n\nPlease note that the complexity of the game often goes beyond human inductive bias. The game involves a tech-tree that resembles Minecraft. It is unclear if a rule-based agent exists as there are often conflicting objectives like: \"Do I explore or build shelter.\", \"Do I focus on survival stats or do mining?\"\n\nIf huge effort can be put into writing a rule-based agent, then similar efforts might be used to improve the context prompt to the LLM (which is currently automatically extracted straight from the paper)\n\nWe will provide more example trajectories of the game in the appendix to demonstrate the complexity for the final version.\n\n\nW2 Missing citations:\n\nThank you for pointing out the missing citation. We will add this to our final version.\n\n\nQ1 Cost/Speed of LLM: \n\nThe number of queries per step is 9 (same as the number of questions). Each game can take around 300 steps, but can go up to 500 steps in the worst case. Therefore, the maximum number of queries per game can go up to 4500. According to the public price of GPT-4 API, each query costs around 0.06. The total cost should be less than 270 (USD) per game with GPT-4. We would also like to point out that as this area of research is becoming increasingly popular, the cost per query is becoming cheaper and the inference is becoming faster.\n\nThe actual speed of the agent largely depends on the speed of the LLM API.\n\n\nQ2 1M training steps:\n\nThe 1M steps is a rule set by the original game developers (Hafner et al.) https://arxiv.org/pdf/2109.06780.pdf. Therefore, no scores exist for beyond 1M steps.\n\n\nMisc: \n\nThank you for pointing out minor improvements in our paper. We will correct them in the final version.\n"}, {"review_id": "yHdDwt612K", "reviewer": "Reviewer_XAmG", "summary": "The authors propose a method, SPRING, to design an agent based on LLM question answering for the Crafter environment. Their method uses the Hafner 2021 paper describing the Crafter environment and its objectives as context to prompt the LLM about the next best steps in a chain-of-thought fashion using a DAG to organise the sequence of prompts, based on text descriptions of the environment provided by an image to text visual descriptor. SPRING outperforms other approaches, including some using LLMs as components.", "questions": "1. Will you be providing code for reproducibility ?\n2. What is the success rate computed from in 3.2? Multiple runs?\n3. It is not clear whether Figure 4 of Hafner 2021 is read by the LLM somehow (specifically the arrows indicating achievement orders). Can you clarify how explicitly the LLM is provided with the tech tree dependencies please ? Is there another source for that knowledge than Figure 4 of Hafner 2021 (because surely the tokeniser can’t process the arrows) ?\n", "limitations": "Yes.", "rating": 8, "confidence": 4, "soundness": 4, "presentation": 3, "contribution": 4, "strengths": "1. A logical and interesting approach based on having Hafner 2021 as a good “game guide” for the player. Agent modelling with LLM has been a promising area of research, so I expect this paper to be of interest to a large audience. Thanks to the question-answering and chain-of-thought approach, this approach provides some explainability. What’s more, the authors show that their chain-of-thought approach with the DAG improves on other forms of chain-of-thought, highlighting the importance/impact of guiding the chain-of-thought process with their methodology.\n2. The writing is good and clear.\n3. I appreciate the authors keeping perspective by using quotation marks for reasoning.\n", "weaknesses": "1. The comparison to RL algorithms had to be done. However, it is important to keep in mind that SPRING is operating with explicit knowledge of “solutions”, or at least a guide, which is further assisted by the chain-of-thought prompting with the DAG. In a game where the difficulty is not mechanical, and which is about finding the right steps, at the risk of anthropomorphising the algorithm, it sounds clear to me as a human that having the details from Hafner 2021 “cheeses” the game. Pure RL agents in comparison have much more to learn by themselves. A corollary is that I might trust RL agents more for generalisation, due to exploration (the total failure of “place stone” is a good indication that the model is just following Hafner 2021 as a guide). This operates at two levels: your method has access to explicit formulations of the objectives and rewards that your benchmark is based on, and it has access to a guide on how to accomplish said objectives.\n2. I would replace the claim L47 that the environment is OoD. Being unseen doesn't mean it's out of distribution, I would correct it to \"unseen\". For example a model trained on StarCraft 1 would probably be decent at StarCraft 2 because StarCraft 2 corresponds to a distribution that's shifted but probably overlaps to a large extent with that of StarCraft 1. Same for a model trained on shooter games. It may very well be the case here that a lot of knowledge from the LLM pretraining transfers well (again at the risk of anthropomorphising the model, but think about a player used to similar video games as crafter vs someone who never played a video game. Wouldn’t the video-game aficionado progress much faster ? That would be mostly due to the fact that past experience transfers in spite of the environment being unseen).\n3. Table 3: if possible, please indicate scores of each modality too.\n4. Abstract: in summarising your results, please specify you’re evaluating on Crafter (I assume you intended to specify it originally, as otherwise the sentence “We propose a novel approach, SPRING, to read the game’s original academic paper” lacks meaning). This is important since your methodology is tailored to Crafter, using Hafner 2021 with all benchmarks being on Crafter.\n\nI believe adding a discussion of 1. for SPRING vs other baselines would be very valuable to readers.\n\n**Typos and suggestions:**\n1. Missing whitespace in abstract between node and directly \n2. L64 \"independently in.\"\n3. L69 \"performance performance\"\n4. Figure 3: Grass 1 step no s \n5. L136 simpler instead of more simple\n6. L196 “achives”\n7. L306: “reliance of” -> on\n8. Table 2: Just a remark, not affecting my judgement: it’s important to keep in mind that the improvement in reward over DreamerV3 is not statistically significant. \n9. Suggest using citep for references that aren't grammatical parts of sentences, will improve legibility (e.g. “It has been done previously [Whatever et al.]” instead of “It has been done previously Whatever et al”).\n", "quality": null, "clarity": null, "significance": null, "originality": null, "strengths_and_weaknesses": "", "was_revised": false, "final_justification": "", "rebuttal": "Thank you for appreciating our chain-of-thought approach and recognizing the potential of our work. Here are our responses to the questions and concerns:\n\nW1 Game complexity: \n\nThank you for pointing out an important aspect that the Crafter lacks mechanical difficulty, which is indeed the intended goal of our paper. However, this does not mean that the game would be obvious for human players who read the paper carefully. The instructions (Hafner et al.) only cover the high-level game mechanics, i.e., the tech-tree and the enemies. It is unclear where to find the resources and when you would encounter a zombie/skeleton.  The exact speed and movements of important objects: cow, zombie, skeleton, arrows (shoot by skeleton) are not documented in the paper. In fact, the paper did not even mention that 2 woods (as opposed to 1) are required to build a crafting table. All of the above missing low-level details still pose challenges to LLMs and novice human players.\n\nIn addition, Hafner et al. only demonstrated the existence of many conflicting objectives like: \"Do I explore or build shelter.\", \"Do I focus on survival stats or do mining?\", but never provided a solution. Our experience is that it may take a human player several trials to reach a score higher than our LLM due to some of the difficulties mentioned above. \n\nIn regards to SPRING vs. RL in the generalization setting. We think that it is hard to say if one is better than the other.\nOn one hand, RL algorithms are trained with reward functions deliberately engineered to cover all in-game achievements. Engineered reward functions often require a lot of expert knowledge and careful formulation.\nOn the other hand, SPRING does not need the reward (we report reward for comparison purpose, SPRING does not use the reward during inference), but instead uses external knowledge (Hafner et al.). \n\nWe will include a discussion of SPRING vs. RL in the final paper. However, we will not be able to include more insights (than Table 3, row 2) on how LLM adapts to some of the missing low-level inaccuracies since we are still actively working in this direction.\n\n\nW2 OOD:\n\nThank you for pointing out this inaccuracy. We will change our phrasing of OOD to unseen in the final version\n\n\nW3 Multi-modality:\n\nApologies for any potential misunderstanding. Do you mean removing the visual modality? The visual modality (visual descriptor) is necessary for the agent. Without the visual modality, it will not know where the resources are and if it is facing any danger, which are fundamental to success in the game.\n\n\nW4 Abstract:\n\nThank you for pointing out this inaccuracy. We will update the abstract to explicitly mention that we only benchmark on crafter in the final version.\n\n\nMisc: \n\nThank you for pointing out minor improvements in our paper. We will correct them in the final version.\n\n\nQ1 Code:\n\nYes, we will release the code upon publication.\nIn addition, we have already attached ALL prompts used in the main paper.\n\n\nQ2 Success Rate:\n\nSuccess rate is calculated as (number of times an achievement is achieved)/(total number of experiments). In our case the total number of experiments is 5.\n\n\nQ3 Figure 4 from (Hafner et al.):\n\nFigure 4 is not read since the format is not in LaTeX.\n\nHowever, the same information is also in Appendix Table F.1 of the paper which is in a fully readable LaTeX table format.\n\nWe will add clarification to this confusion in the final version of our paper.\n"}, {"review_id": "qOxQECzRer", "reviewer": "Reviewer_AJEx", "summary": "This paper proposes SPRING to read the game’s original academic paper and use the knowledge learned to reason and play the game throught a large language model (LLM).", "questions": "Please address the questions raised in the weaknesses section.", "limitations": "N/A", "rating": 5, "confidence": 4, "soundness": 2, "presentation": 2, "contribution": 2, "strengths": "1. This paper is well-writen and easy to follow.\n2. The idea of reading paper with LLM to interact with environment directly is interesting.", "weaknesses": "1. Minecraft's open-world nature, extensive online community discussions (e.g., Reddit) and comprehensive wikis raise questions about why SPRING chose to use academic paper latex code for prompts instead of utilizing more abundant online corpora. It would be necessary to conduct a suitable ablation experiment.\n2. The experiments conducted in the paper are insufficient. Currently, the paper only tests SPRING in the simplified 2D world of \"crafter\" with a modified action space. It is essential to investigate SPRING's performance in a real open-world environment, as the paper frequently references Minecraft. Experiments should be conducted in environments like Minedojo or Minerl.\n3. Directly using LLM for action output may raise concerns about efficiency. Given the current parameter scale of language models and the multi-stage question-answering (QA) used by SPRING, can SPRING achieve real-time action output at 20fps in the crafter environment? Merely listing training steps is insufficient; please provide the average inference time consumption for all methods in Table 2.\n4. Although the crafter environment itself is not part of GPT-4's training data, the rules used in crafter are fundamentally similar to Minecraft (e.g., using a pickaxe to mine stone), making it challenging to claim that the SPRING method is genuinely out-of-distribution (OOD).\n5. In the QA-DAG section, the paper employs multiple manually designed questions as nodes, some of which may leak game rules, such as q1, q3.", "quality": null, "clarity": null, "significance": null, "originality": null, "strengths_and_weaknesses": "", "was_revised": false, "final_justification": "", "rebuttal": "Thank you for recognizing the novelty of our work. Here are our responses to the questions and concerns:\n\n\nW1 Online Copra: \n\nNo other online corpora exist for crafter since it is an academic benchmark environment. This benchmark also provides us the chance to test our framework on unseen data. Data on Reddit and online corpora are most likely already seen by GPT-4 during its training process.\n\n\nW2 Insufficient Evaluation:\n\nThank you for this insight and we plan to add Minedojo as a part of future work. However, given the fact that it is significantly harder to 'describe' Minecraft environments to LLMs, we make the decision to start with a simplified environment which abstracts out some complexity on the vision side. \n\nAlthough our ultimate goal is to solve Minecraft, we are excited to share our progress with the community. We would like to re-iterate that Crafter greatly resembles Minecraft in the tech-tree aspect and our work shows that LLMs can understand and excel in games with complex tech-trees, which is a first step towards solving Minecraft.\n\n\nW3 Inference Speed:\n\nCurrent inference time depends on the speed of the OpenAI API, which involves HTML and therefore has slower inference time than some locally trained RL algorithms depending on the local machine capability. However, this also suggests that our inference can be done on any device (even raspberry pi) with an internet connection. Therefore, we don't believe a comparison would be helpful for understanding the different algorithms.\n\nHowever, we do recognize the necessity to reduce API calls for LLMs, and we are actively working on a more API-efficient solution as our future work.\n\n\nW4 OOD:\n\nThank you for raising the concern. We will change the wording from OOD to 'unseen'.\n\nIn addition, please note that GPT-4 encounters difficulties playing the game of Crafter without reading the paper (Table 3 row 4).\nGPT-4 encounters more 'hallucinations' without the context due to the fact that rules are fundamentally similar to Minecraft.\n\n\nW5 prompts:\n\nThanks for raising the concerns. We will have GPT-4 write the questions for our future works.\n"}, {"review_id": "e9y8SDTo6i", "reviewer": "Reviewer_FDDh", "summary": "Open-world survival games such as Crafter pose a significant challenge for RL agents. In this paper, the authors propose a novel framework called SPRING that studies Crafter's latex paper source code and uses the knowledge to reason and play the game through large language models (LLMs) such as GPT4. SPRING has two phases:\n\n1. Phase 1 is studying the paper. SPRING extracts key information relevant to the game from the LaTeX source code, and summarized them in bullet list forms. \n2. Phase 2 is reasoning and playing the game. SPRING uses the summarized information in Phase 1 as the context of the LLM, and formulates gameplay-relevant questions as a directed acyclic graph (DAG). When traversing through the DAG, the agent only looks at the questions and answers in the parent nodes to reduce context length which helps the agent focus better. After the DAG of questions the agent finally outputs an action to be executed in the game.\n\n\nThe authors then did a comprehensive ablation study showing that 1) using the DAG of questions is important, 2) using extracted / cleaned information from the paper is important, and 3) using GPT-4 is much better than using GPT-3.5", "questions": "Could you include some gameplay and output examples in the appendix? They could help the readers better understand the flow of the system. Could you also disclose the computational cost associated with GPT-4 API calling used in the paper? ", "limitations": "Yes.", "rating": 7, "confidence": 3, "soundness": 4, "presentation": 4, "contribution": 3, "strengths": "The paper is well-written and presents a carefully designed ablation study. The evaluation solidly demonstrated that the two phases of SPRING contributed to a higher reward. The approach to use LM is also highly novel in open-world survival games. ", "weaknesses": "The paper is quite well-done, but maybe one weakness is its reliance on proprietary models such as GPT4. In 5 years or so, it is unclear whether OpenAI will still make the (then probably deprecated) GPT4 available, so this work could become more difficult to reproduce.", "quality": null, "clarity": null, "significance": null, "originality": null, "strengths_and_weaknesses": "", "was_revised": false, "final_justification": "", "rebuttal": "Thank you for recognizing the solidness of our work. Here are our responses to the questions and concerns:\n\n\nW1 proprietary models:\n\nThank you for pointing out this important concern. We do notice that SPRING gets better after switching from GPT-4-0314 to GPT-4-0613, and we are hopeful that we get better performance with every new version. However, we are also actively experimenting with open-source LLMs like LLAMA-2 and we are hopeful to make a switch to an open-source LM in the future.\n\n\nQ1 Examples and Gameplay:\n\nWe will include some rollout examples of SPRING in the final paper. \n\nThe number of queries per step is 9 (same as the number of questions). Each game can take around 300 steps, but can go up to 500 steps in the worst case. Therefore, the maximum number of queries per game can go up to 4500. According to the public price of GPT-4 API, each query costs around 0.06. The total cost should be less than 270 (USD) with GPT-4. Note that GPT-4 cost will be cheaper with academic discounts and we expect the cost to decrease as the community makes progress on LLMs.\n"}]

Author rebuttal:

Meta-review: This paper proposes a novel approach called SPRING to use LLMs for playing Crafter. The approach involves adding the Crafter paper to the context, asking targeted questions from LLMs about it and glueing the answers in a specific way. One of the main interesting points from the paper is to demonstrate that how powerful LLMs are when prompted the right way. On the other hand, the questions, reasoning module and other choices are very specific to this game which makes it difficult to use for other environments. That being said, this is a great first step towards general solutions that employ LLMs effectively for this purpose. All reviewers voted for accepting this paper. Therefore, I recommend acceptance.
Decision: Accept (poster)