id string | source string | loss_mode string | train_last_only bool | tools list | messages list |
|---|---|---|---|---|---|
fresh-chat-9914 | fresh_chat | full | false | [] | [
{
"role": "user",
"content": "Summarize what the network Bravo is about\n\nBravo is an American basic cable television network, launched on December 8, 1980. It is owned by the NBCUniversal Television and Streaming division of Comcast's NBCUniversal. The channel originally focused on programming related to ... |
grug-v3-hermes-glaive-function-calling-5k-1190::stripped | hermes | think | true | [
{
"type": "function",
"function": {
"name": "search_images",
"description": "Search for images based on keywords",
"parameters": {
"type": "object",
"properties": {
"keywords": {
"type": "array",
"items": {
"type": "string"
... | [
{
"role": "system",
"content": "You are a function-calling AI. Use the provided tools when needed."
},
{
"role": "user",
"content": "I need some images of the Eiffel Tower at night."
},
{
"role": "assistant",
"content": "",
"tool_calls": [
{
"id": "call_1",
... |
fresh-chat-1784 | fresh_chat | full | false | [] | [
{
"role": "system",
"content": "You are a helpful AI assistant."
},
{
"role": "user",
"content": "Tell me whether these are TV shows or books: Modern Family, You, Don Quixote, A Tale of Two Cities, The Little Prince"
},
{
"role": "assistant",
"content": "<think>Classify titles by co... |
fresh-code-67744 | fresh_code | full | false | [] | [
{
"role": "system",
"content": "You are an expert programmer. Help the user with their tasks."
},
{
"role": "user",
"content": "Create a multidimensional array or appropriate data structure in a language of your choice to store the following information for multiple individuals: {name: John, age... |
fresh-code-37008 | fresh_code | full | false | [] | [
{
"role": "system",
"content": "You are a coding assistant running inside a developer tool."
},
{
"role": "user",
"content": "I am interested in using Monte Carlo Dropout as a surrogate model for Bayesian optimization. I noticed that the [paper](https://arxiv.org/pdf/1506.02142.pdf) states:\n> \... |
grug-v3-toolace-10774 | toolace | think | false | [
{
"type": "function",
"function": {
"name": "cashflow_statement_retrieve",
"description": "Retrieve a cash flow statement for a specified identifier, with optional index parameter to specify the quarter.",
"parameters": {
"type": "object",
"properties": {
"identif... | [
{
"role": "system",
"content": "You are a helpful assistant with access to tools. Use them when needed."
},
{
"role": "user",
"content": "I would like to understand the financial health of Tesla. Could I get the cash flow statement for Tesla?"
},
{
"role": "assistant",
"content": "<t... |
fresh-code-86608 | fresh_code | full | false | [] | [
{
"role": "user",
"content": "I want to have a `PHP script` send a `XML` formatted string to another `PHP script` that resides on a different server in a different part of town.\n\nIs there any nice, clean way of doing this?\n\n`(PHP5 and all the latest software available)`"
},
{
"role": "assistant"... |
grug-v3-smith-tool-8840u | smith_tool | think | false | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "You are a helpful assistant that can interact with a computer to solve tasks."
},
{
"role": "user",
"content": "<uploaded_files>\n/testbed\n</uploaded_files>\nI've uploaded a python code repository in the directory /testbed. Consider the following PR description:\... |
fresh-code-32437 | fresh_code | full | false | [] | [
{
"role": "system",
"content": "You are an expert programmer. Help the user with their tasks."
},
{
"role": "user",
"content": "Classify emails as spam or not spam using machine learning.\nThe dataset should contain emails with associated labels indicating whether they are spam or not."
},
{... |
fresh-gsm-4588 | fresh_math | full | false | [] | [
{
"role": "system",
"content": "You are a precise, knowledgeable assistant. Be direct and accurate."
},
{
"role": "user",
"content": "A business executive is going on a four day vacation where he will be unable to answer emails. The first day he is gone, he receives 16 new emails. On each of t... |
fresh-chat-1018 | fresh_chat | full | false | [] | [
{
"role": "user",
"content": "what is Financial centre\n\nA financial centre (BE), financial center (AE), or financial hub, is a location with a concentration of participants in banking, asset management, insurance or financial markets with venues and supporting services for these activities to take place.[... |
fresh-chat-2211 | fresh_chat | full | false | [] | [
{
"role": "system",
"content": "You are a helpful assistant."
},
{
"role": "user",
"content": "Where can I go to find out what is on the ballot for any given election in Wisconsin?"
},
{
"role": "assistant",
"content": "<think>Official Wisconsin voter portal has ballot preview; addre... |
fresh-code-30363 | fresh_code | full | false | [] | [
{
"role": "system",
"content": "You are a precise, knowledgeable assistant. Be direct and accurate."
},
{
"role": "user",
"content": "Assess the following Java code snippet, identify any errors present, and provide an explanation for the underlying issue(s) detected.\npublic static int add(int a... |
grug-v3-smith-tool-10814u | smith_tool | think | false | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "You are a helpful assistant that can interact with a computer to solve tasks."
},
{
"role": "user",
"content": "<uploaded_files>\n/testbed\n</uploaded_files>\nI've uploaded a python code repository in the directory /testbed. Consider the following PR description:\... |
grug-v3-hermes-func-calling-660 | hermes | think | false | [
{
"type": "function",
"function": {
"name": "createTaxiBookingSkill",
"description": "Creates a new Cortana skill for booking a taxi with user-specified details.",
"parameters": {
"type": "object",
"properties": {
"pickupLocation": {
"type": "string",
... | [
{
"role": "system",
"content": "You are a function-calling AI. Use the provided tools when needed."
},
{
"role": "user",
"content": "I would like to create a new skill for Microsoft Cortana to help users effortlessly book taxis from their Windows devices. The skill should allow users to specify ... |
grug-v3-toolace-3896 | toolace | think | false | [
{
"type": "function",
"function": {
"name": "getRecipe",
"description": "Retrieve recipe information based on cuisine type and ingredients",
"parameters": {
"type": "object",
"properties": {
"cuisine_type": {
"type": "string",
"description"... | [
{
"role": "system",
"content": "You are a helpful assistant with access to tools. Use them when needed."
},
{
"role": "user",
"content": "Can you find me some recipes for Italian and Chinese cuisines that use chicken and tomatoes?"
},
{
"role": "assistant",
"content": "<think>Need It... |
fresh-num-9044 | fresh_math | full | false | [] | [
{
"role": "user",
"content": "Consider the geometric sequence $5$, $\\dfrac{15}{4}$, $\\dfrac{45}{16}$, $\\dfrac{135}{64}$, $\\ldots$. Find the ninth term of the sequence. Express your answer as a common fraction."
},
{
"role": "assistant",
"content": "<think>Geometric sequence: a1=5. Common rat... |
grug-v3-smith-ticks-7614 | smith_ticks | think | false | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "You are a software engineering agent working in a repo checkout. Use the bash tool to explore, edit and test until the task is solved."
},
{
"role": "user",
"content": "<uploaded_files>\n/testbed\n</uploaded_files>\nI've uploaded a python code repository in the di... |
fresh-code-37370 | fresh_code | full | false | [] | [
{
"role": "user",
"content": "Design a star schema model in MySQL for a data warehouse which includes \"User\" dimension table with columns \"id\", \"name\", \"age\", and \"address\", & also a fact table \"UserActivity\" which will reference the user ID with attributes like \"activity_id\", \"timestamp\", \... |
grug-v3-nebius-67716t::stripped | nebius | think | true | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... |
grug-v3-smith-tool-1553u | smith_tool | think | false | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "You are a helpful assistant that can interact with a computer to solve tasks."
},
{
"role": "user",
"content": "<uploaded_files>\n/testbed\n</uploaded_files>\nI've uploaded a python code repository in the directory /testbed. Consider the following PR description:\... |
grug-v3-smith-ticks-11465 | smith_ticks | think | false | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "You are a software engineering agent working in a repo checkout. Use the bash tool to explore, edit and test until the task is solved."
},
{
"role": "user",
"content": "<uploaded_files>\n/testbed\n</uploaded_files>\nI've uploaded a python code repository in the di... |
fresh-gsm-5802 | fresh_math | full | false | [] | [
{
"role": "user",
"content": "Hannah ran 9 kilometers on Monday. She ran 4816 meters on Wednesday and 2095 meters on Friday. How many meters farther did she run on Monday than Wednesday and Friday combined?"
},
{
"role": "assistant",
"content": "<think>Convert Monday: 9 km = 9000 m. Wednesday+Fr... |
fresh-code-11437 | fresh_code | full | false | [] | [
{
"role": "user",
"content": "Determine if the two provided strings are anagrams of each other and return true if they are.\nString 1: listen\nString 2: silent"
},
{
"role": "assistant",
"content": "<think>Anagram check: same length, count chars with hash map/Counter; compare counts. Edge cases:... |
fresh-code-45012 | fresh_code | full | false | [] | [
{
"role": "user",
"content": "You are tasked with creating a program that constructs and utilizes a regular expression to discern any string that starts with \"dog\", contains only uppercase letters and ends with \"X\". Additionally, provide a systematic way of using this regular expression to parse through... |
fresh-chat-7986 | fresh_chat | full | false | [] | [
{
"role": "system",
"content": "You are a precise, knowledgeable assistant. Be direct and accurate."
},
{
"role": "user",
"content": "Tell me whether each city is on the west coast or east coast of the USA: Seattle, Portland, Miami, Charlotte, Boston, San Diego"
},
{
"role": "assistant",... |
fresh-gsm-3049 | fresh_math | full | false | [] | [
{
"role": "user",
"content": "Andy and Dawn spent the weekend cleaning the house. When putting away the laundry Andy took six minutes more than two times the number of minutes it took Dawn to wash the dishes. If it took Dawn 20 minutes to wash the dishes how many minutes did it take Andy to put away the lau... |
grug-v3-smith-tool-12300 | smith_tool | think | false | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "You are a helpful assistant that can interact with a computer to solve tasks."
},
{
"role": "user",
"content": "<uploaded_files>\n/testbed\n</uploaded_files>\nI've uploaded a python code repository in the directory /testbed. Consider the following PR description:\... |
grug-v3-nebius-69330t | nebius | think | false | [
{
"type": "function",
"function": {
"name": "bash",
"description": "Run a bash command in the repo environment.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Bash command to execute"
... | [
{
"role": "system",
"content": "SETTING: You are an autonomous programmer, and you're working directly in the command line with a special interface.\n\nThe special interface consists of a file editor that shows you 100 lines of a file at a time.\nIn addition to typical bash commands, you can also use the fo... |
fresh-num-10523 | fresh_math | full | false | [] | [
{
"role": "user",
"content": "At points \\( A \\) and \\( B \\) on a line, two perpendicular lines \\( A A_{1}=a \\) and \\( B B_{1}=b \\) are erected on the same side of it. Prove that the point of intersection of lines \\( A B_{1} \\) and \\( A_{1} B \\) will always remain at the same distance from the li... |
fresh-code-98744 | fresh_code | full | false | [] | [
{
"role": "user",
"content": "I am faced with a challenge titled \"Minimum Height Trees\". Here's the detailed explanation: A tree is a unique type of undirected graph where any two vertices are linked by a single, exclusive path. In simpler terms, it's a connected graph devoid of simple cycles.\n\nYou are ... |
fresh-code-2161 | fresh_code | full | false | [] | [
{
"role": "system",
"content": "You are a precise, knowledgeable assistant. Be direct and accurate."
},
{
"role": "user",
"content": "Write a Java lambda expression that returns the sum of two integer values.\nNoinput"
},
{
"role": "assistant",
"content": "<think>Java lambda needs ta... |
fresh-code-72466 | fresh_code | full | false | [] | [
{
"role": "system",
"content": "You are a helpful AI assistant."
},
{
"role": "user",
"content": "Elevate the complexity of the programming task: The function should manage duplicates, varying tuple sizes, median calculation without list rearrangement or built-in functions. Further, handle mixed... |
grug-v3-glaive-69834 | glaive | think | false | [
{
"type": "function",
"function": {
"name": "generate_password",
"description": "Generate a random password",
"parameters": {
"type": "object",
"properties": {
"length": {
"type": "integer",
"description": "The length of the password"
... | [
{
"role": "system",
"content": "You are a helpful assistant with access to tools. Use them when needed."
},
{
"role": "user",
"content": "Hi, I need a new password. Can you generate one for me?"
},
{
"role": "assistant",
"content": "<think>Need password length. Ask user.</think>\n\nO... |
fresh-chat-7125 | fresh_chat | full | false | [] | [
{
"role": "user",
"content": "Based on the following passage, what are the environmental consequences of fracking?\n\nThe potential environmental effects of hydraulic fracturing include air emissions and climate change, high water consumption, groundwater contamination, land use, risk of earthquakes, noise ... |
End of preview. Expand in Data Studio
grug-27b-train
brain food that make grug-27b. 7,106 row, ~14.5M context token, ~2.5M trained token.
what in box
| slice | rows | loss | what |
|---|---|---|---|
| SWE agent trajectory (nebius/smith) | 2,271 | think-only | real agentic coding, grug think, tool call trained, old say-word context only |
| API tool convo (toolace/glaive/hermes) | 935 | think-only | multi-turn tool use |
| fresh code (gpt-5.5) | 1,398 | full | hard code task, design think, clean answer |
| fresh math (gpt-5.5) | 1,007 | full | gsm8k + numina problem, full derivation in grug think |
| fresh chat (gpt-5.5) | 894 | full | dolly-style instruction, normal english answer |
| fresh agentic (gpt-5.5) | 481 | full | synthetic tool session, error recovery, clarify case |
| fresh identity (gpt-5.5) | 120 | full | who-are-you set |
trajectory slice come from grug-think-v3-10k (DeepSeek-V4-Pro rewrite, 100% technical anchor kept). fresh slice made by gpt-5.5 with strict grug-dialect gate (banned planner-English regex, schema check, python ast gate, math answer check).
special sauce
loss_mode: "think" row train only<think>+ tool call + im_end (old seed english never imitated). "full" row train whole assistant body.train_last_only+ stripped-history variants (502 row): history think REMOVED, only final turn trained. this teach model the world agent framework actually replay (OpenCode strip old think). 35b brother die from not knowing this world. 27b not die.- query-boundary variants for multi-query convo.
- every row verified >= 25 labeled token under real tokenizer at 6144 cap.
shape
{"id": "...", "source": "...", "loss_mode": "think|full",
"train_last_only": false, "tools": [...],
"messages": [{"role": "...", "content": "<think>grug brain</think>\n\nsay", "tool_calls": [...]}]}
grug made by ProCreations.
- Downloads last month
- 63