GPTエージェント化 : babyAGI を試行

# official
https://github.com/yoheinakajima/babyagi

# 概要
babyagi は目的を設定すると, 達成方法を task list 化し, 再帰的に深堀りしていく.
要は, 通常 chatGPTと対話が必要だが、自動で質問を繰り返してくれる.


# 環境
M1 mac


# 設定方法
## openai api key 作成
https://qiita.com/Satoshi_Numasawa/items/8ab455ef0f97e61ae0e5


## pinecone api key 作成
https://www.pinecone.io/

現状、無料 account の申請は、waiting list に入れられる模様。
2,3日で無料 account を貰えました

api key は login 後に確認できる.



## setup babyagi
```
git clone https://github.com/yoheinakajima/babyagi.git
pip install -r requirements.txt
cp .env.example .env
vi .env
```

以下、api key など各種定数を埋める
```
OPENAI_API_KEY='dummy'            # openAI の api 画面より
OPENAI_API_MODEL=text-davinci-003 # gpt3.5だと api limit rate に掛かりやすい
OPENAI_TEMPERATURE=0.2            # 小さい値ほど、GPTの答えが一意に近づく
PINECONE_API_KEY=dummy            # pinecone の api keys 画面より確認できる
PINECONE_ENVIRONMENT=dummy        # pinecone の api keys 画面より確認できる
```

目的を設定する。
初期設定は以下となっている。
```
OBJECTIVE=Solve world hunger        # 目的を英語で記述
INITIAL_TASK="Develop a task list"  # 最初に実行する task.
```

INITIAL_TASK を日本語にすると出力が日本語になったりならなかったり。




# 実行
```
ptyhon babyagi.py
```

# 出力例
## 使用 model gpt3.5-turbo
<details><summary>solve word hunger</summary>


```
$ python babyagi.py

*****OBJECTIVE*****

Solve world hunger

Initial task: 解決するためのタスクリストを作成する

*****TASK LIST*****

1: 解決するためのタスクリストを作成する

*****NEXT TASK*****

1: 解決するためのタスクリストを作成する

*****TASK RESULT*****

タスクリストを作成しました。以下に示すのは、世界の飢餓を解決するために実行する必要があるタスクの一部です。

1. 食料生産の増加を促進するための農業技術の改善
2. 食料の配給システムの改善
3. 食料廃棄物の削減
4. 貧困層の支援と教育
5. 食料価格の安定化
6. 食料の輸送と流通の改善
7. 食料の保存技術の改善
8. 食料の栄養価の向上

これらのタスクを実行することで、世界の飢餓問題を解決することができます。ただし、これらのタスクは複雑であり、多くの時間とリソースが必要です。
The OpenAI API rate limit has been exceeded. Waiting 10 seconds and trying again.
The OpenAI API rate limit has been exceeded. Waiting 10 seconds and trying again.

*****TASK LIST*****

1: 食料の配給システムの改善に向けた市場調査と分析
2: 食料生産の増加を促進するための新しい農業技術の研究と開発
3: 食料廃棄物の削減

*****NEXT TASK*****

1: 食料の配給システムの改善に向けた市場調査と分析
The OpenAI API rate limit has been exceeded. Waiting 10 seconds and trying again.
The OpenAI API rate limit has been exceeded. Waiting 10 seconds and trying again.

*****TASK RESULT*****

市場調査と分析を行うことで、食料の配給システムを改善するための具体的な施策を立てることができます。具体的には、現在の市場動向や需要と供給のバランス、価格帯などを調査し、それに基づいて生産者や流通業者との協力体制を構築することが重要です。また、食料のロスを減らすための取り組みや、食品の保存や加工技術の改善なども検討する必要があります。これらの施策を実行することで、飢餓問題の解決に向けた一歩を踏み出すことができます。
The OpenAI API rate limit has been exceeded. Waiting 10 seconds and trying again.

```

</details>






## 使用 model text-davinci-003
<details><summary>unraveling the story of Dark Souls</summary>


```
$ python babyagi.py

*****OBJECTIVE*****

Unraveling the Story of Dark Souls in japanese language.

Initial task: ストーリを考察するため必要条件を step by step で思考し、タスクリストを作成する

*****TASK LIST*****

1: ストーリを考察するため必要条件を step by step で思考し、タスクリストを作成する

*****NEXT TASK*****

1: ストーリを考察するため必要条件を step by step で思考し、タスクリストを作成する

*****TASK RESULT*****

1. 日本語で Dark Souls のストーリーを理解する。
2. Dark Souls のストーリーを構成する要素を分析する。
3. Dark Souls のストーリーを構成するキャラクター、イベント、および背景を調査する。
4. Dark Souls のストーリーを構成するテーマを検討する。
5. Dark Souls のストーリーを構成する言語を分析する。
6. Dark Souls のストーリーを構成する文学的な要素を検討する。
7. Dark Souls のストーリーを構成する時系列を検討する。
8. Dark Souls のストーリーを構成する登場人物の行動を分析する。
9. Dark Souls のストーリーを構成する登場人物の関係を検討する。
10. Dark Souls のストーリーを構成する登場人物の目的を検討する。
11. Dark Souls のストーリーを構成する登場人物の変化を検討する。
12. Dark Souls のストーリーを構成する登場人物のモチーフを検討する。
13. Dark Souls のストーリーを構成する登場人物の言葉を分析する。
14. Dark Souls のストーリーを構成する登場人物の表現を検討する。
15. Dark Souls のストーリーを構成する登場人物の設定を検討する。
16. Dark Souls のストーリーを構成する登場人物の背景を検討する。
17. Dark Souls のストーリーを構成する登場人物の変化を検討する。
18. Dark Souls のストーリーを構成する登場人物の変化を評価する。
19. Dark Souls のストーリーを構成する登場人物の行動を評価する。
20. Dark Souls のストーリーを構成する登場人物の行動を検証する。
21. Dark Souls のストーリーを構成する登場人物の行動を比較する。
22. Dark Souls のストーリーを構成する登場人物の行動を分析し、その結果を評価する。
23. Dark Souls のストーリーを構成する登場人物の行動を分析し、その結果を検証する。
24. Dark Souls のストーリーを構成する登場人物の行動を分析し、その結果を比較する。
25. Dark Souls のストーリーを構成する登場人物の行動を分析し、その結果を考察する。

*****TASK LIST*****

2: Dark Souls のストーリーを構成する登場人物のモチーフを検討する。
3: Dark Souls のストーリーを構成する登場人物の言葉を分析する。
4: First task

*****NEXT TASK*****

2: Dark Souls のストーリーを構成する登場人物のモチーフを検討する。

*****TASK RESULT*****

1. Dark Souls の登場人物をリストアップする。
2. 登場人物の背景を調査する。
3. 登場人物のモチーフを把握する。
4. 登場人物のモチーフを分析し、ストーリーを構成する。
5. 登場人物のモチーフを使用して、Dark Souls のストーリーを日本語で解説する。

*****TASK LIST*****

1: Dark Souls の登場人物の行動を調査する。
2: 登場人物の行動を分析し、ストーリーを構成する。
3: Dark Souls のストーリーを構成する登場人物

*****NEXT TASK*****

1: Dark Souls の登場人物の行動を調査する。

*****TASK RESULT*****

1. Dark Souls の登場人物の行動を検証するために、ゲーム内のテキストを読み取る。
2. 登場人物の行動を検証するために、プレイヤーの行動との関係を検証する。
3. 登場人物の行動を検証するために、ゲーム内のイベントを検証する。
4. 登場人物の行動を検証するために、ゲーム内の他の登場人物との関係を検証する。
5. 登場人物の行動を検証するために、ゲーム内のストーリーを検証する。
6. 登場人物の行動を検証するために、ゲーム内のアイテムや武器を検証する。
7. 登場人物の行動を検証するために、ゲーム内の背景を検証する。
8. 登場人物の行動を検証するために、日本の文化や歴史を検証する。

*****TASK LIST*****

2: Dark Souls のストーリーを構成する登場人物
3: 登場人物の行動を分析し、ストーリーを構成する。
4: 1. Dark Souls の登場人物の行動を検証するた

*****NEXT TASK*****

2: Dark Souls のストーリーを構成する登場人物

*****TASK RESULT*****

Dark Souls のストーリーを構成する登場人物を詳しく調査する。それぞれの登場人物の背景や性格、行動などを検討し、Dark Souls のストーリーを理解するための情報を収集する。

*****TASK LIST*****

3: Dark Souls の登場人物の背景を調査する。
4: Dark Souls の登場人物の性格を分析する。
5: Dark Souls の登場人物の行動を比較し、ストーリーを

*****NEXT TASK*****

3: Dark Souls の登場人物の背景を調査する。

*****TASK RESULT*****

はじめに、Dark Souls の登場人物の背景を調査するために、日本語の文献を参照します。まず、Dark Souls の主な登場人物を特定します。それらの登場人物について、それぞれの背景を調査します。それらの登場人物の背景を調査するために、日本語の文献を参照し、それぞれの登場人物の背景を理解することを目指します。それぞれの登場人物の背景を理解するために、それぞれの登場人物の行動や性格を調査し、それぞれの登場人物の背景を推測します。また、Dark Souls のストーリーを理解するために、それぞれの登場人物の背景を統合し、Dark Souls のストーリーを構成する登場人物の背景を理解することを目指します。

*****TASK LIST*****

4: Dark Souls の登場人物の性格を分析する。
5: Dark Souls の登場人物の行動を比較し、ストーリーを
6: Dark Souls の登場人物の背景を統合し、ストーリ

*****NEXT TASK*****

4: Dark Souls の登場人物の性格を分析する。

*****TASK RESULT*****

はい、Dark Souls の登場人物の性格を分析します。まず、Dark Souls のストーリーを構成する登場人物を調査します。それぞれの登場人物の背景を調べ、それぞれの登場人物の行動を分析します。そして、それぞれの登場人物の性格を分析し、Dark Souls のストーリーを理解するために役立つ情報を抽出します。

*****TASK LIST*****

5: Dark Souls の登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出する。
6: Dark Souls の登場人物の背景を統合し、ストーリーを

*****NEXT TASK*****

5: Dark Souls の登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出する。

*****TASK RESULT*****

私は、Dark Souls の登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出するために、日本語の文献を調査し、登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出することを行います。また、Dark Souls の登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出するために、日本語の文献を調査し、登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出することを行います。さらに、Dark Souls の登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出するために、日本語の文献を調査し、登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出することを行います。最後に、Dark Souls の登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出するために、日本語の文献を調査し、登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出することを行います。

*****TASK LIST*****

6: Dark Soulsの登場人物の背景を統合し、ストーリーを理解する
7: Dark Soulsの登場人物の行動を比較し、ストーリーを理解するために役立つ情報を

*****NEXT TASK*****

6: Dark Soulsの登場人物の背景を統合し、ストーリーを理解する

*****TASK RESULT*****

私は、Dark Soulsの登場人物の背景を調査し、それらを統合してストーリーを理解するためのタスクを実行します。まず、Dark Soulsの登場人物の背景を調査し、それらを比較してストーリーを理解するための情報を抽出します。次に、Dark Soulsの登場人物の性格を分析し、それらを統合してストーリーを理解するための情報を抽出します。最後に、Dark Soulsの登場人物の行動を調査し、それらを統合してストーリーを理解するための情報を抽出します。これらのタスクを実行することで、Dark Soulsの登場人物の背景を統合し、ストーリーを理解することができます。

*****TASK LIST*****

7: Dark Soulsの登場人物の行動を比較し、ストーリーを理解するために役立つ情報を
8: Dark Soulsの登場人物の性格を分析し、ストーリーを理解するために

*****NEXT TASK*****

7: Dark Soulsの登場人物の行動を比較し、ストーリーを理解するために役立つ情報を

*****TASK RESULT*****

日本語でDark Soulsの登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出する。そのために、Dark Soulsの登場人物の行動を比較し、それぞれの登場人物がストーリーにどのような役割を果たしているかを明らかにする必要があります。また、登場人物の行動を比較することで、ストーリーのテーマや主題を理解するのに役立つ情報を抽出することもできます。

*****TASK LIST*****

8: Dark Soulsの登場人物の性格を分析し、ストーリーを理解するために
9: Task 1: Dark Soulsの登場人物の行動を比較し、ストーリーのテーマや主題を理解するた

*****NEXT TASK*****

8: Dark Soulsの登場人物の性格を分析し、ストーリーを理解するために

*****TASK RESULT*****

役立つ情報を抽出する。

*****TASK LIST*****

9: Task 1: Compare the actions of the characters in Dark Souls to understand the themes and topics of the story.
9: Task 2: Analyze the conversations of the characters in Dark Souls to understand the setting and background of the story.
9: Task 3: Verify the actions of the characters in Dark Souls to uncover the story's origin.

*****NEXT TASK*****

9: Task 1: Compare the actions of the characters in Dark Souls to understand the themes and topics of the story.

*****TASK RESULT*****

Task 1: 日本語で Dark Souls の登場人物の行動を比較し、ストーリーのテーマやトピックを理解する。

*****TASK LIST*****

10: Task 2: Analyze the conversations of the characters in Dark Souls to understand the setting and background of the story.
11: Task 3: Verify the actions of the characters in Dark Souls to uncover the story's origin.
12: Task 4: Examine the symbolism and metaphors used in Dark Souls to uncover the hidden meanings of the story.
13: Task 5: Analyze the relationships between the characters in Dark Souls to understand the story's plot.
14:

*****NEXT TASK*****

10: Task 2: Analyze the conversations of the characters in Dark Souls to understand the setting and background of the story.

*****TASK RESULT*****

あなたのタスク：タスク2：Dark Souls の登場人物の会話を分析し、ストーリーの設定と背景を理解する。

私は、Dark Souls の登場人物の会話を分析し、ストーリーの設定と背景を理解するために、日本語の文章を検索し、関連する文章を抽出します。また、Dark Souls の登場人物の会話を分析し、ストーリーの設定と背景を理解するために、日本語の文章を解析し、関連するテーマを抽出します。さらに、Dark Souls の登場人物の会話を分析し、ストーリーの設定と背景を理解するために、日本語の文章を比較し、関連するテーマを抽出します。

*****TASK LIST*****

11: Task 3: Verify the actions of the characters in Dark Souls to uncover the story's origin.
12: Task 4: Examine the symbolism and metaphors used in Dark Souls to uncover the hidden meanings of the story.
13: Task 5: Analyze the relationships between the characters in Dark Souls to understand the story's plot.
14: Task 6: Analyze the language used in Dark Souls to understand the cultural context of the story.

*****NEXT TASK*****

11: Task 3: Verify the actions of the characters in Dark Souls to uncover the story's origin.

*****TASK RESULT*****

はい、Task 3 を実行します。Dark Souls の登場人物の行動を検証し、ストーリーの起源を明らかにします。そのために、登場人物の行動を比較し、ストーリーを理解するために役立つ情報を抽出します。また、登場人物の背景を調査し、ストーリーの起源を探ります。

*****TASK LIST*****

12: Task 4: Examine the symbolism and metaphors used in Dark Souls to uncover the hidden meanings of the story.
13: Task 5: Analyze the relationships between the characters in Dark Souls to understand the story's plot.
14: Task 6: Analyze the language used in Dark Souls to understand the cultural context of the story.
15: Task 7: Investigate the historical and cultural references in Dark Souls to understand the story's context.
16: Task 8

*****NEXT TASK*****

12: Task 4: Examine the symbolism and metaphors used in Dark Souls to uncover the hidden meanings of the story.

*****TASK RESULT*****

Dark Soulsに使用されている象徴や隠喩を調査し、ストーリーの隠された意味を明らかにする。特定のキャラクターや場面に関連した象徴や隠喩を見つけ、それらがストーリーにどのような影響を与えているかを分析する。また、Dark Soulsの世界観を理解するために、象徴や隠喩がどのように使用されているかを検証する。

*****TASK LIST*****

13: Task 5: Analyze the relationships between the characters in Dark Souls to understand the story's plot.
14: Task 6: Analyze the language used in Dark Souls to understand the cultural context of the story.
15: Task 7: Investigate the historical and cultural references in Dark Souls to understand the story's context.
16: Task 8
17: Task 9: Analyze the symbolism and metaphors used in Dark Souls to understand the

*****NEXT TASK*****

13: Task 5: Analyze the relationships between the characters in Dark Souls to understand the story's plot.

*****TASK RESULT*****

Task 5: Dark Souls の登場人物の関係を分析し、ストーリーのプロットを理解する。ストーリーのプロットを理解するために、登場人物の関係を比較し、それらの関係がストーリーにどのような影響を与えているかを分析する。また、登場人物の関係を理解することで、ストーリーのテーマや主題を理解することもできる。

*****TASK LIST*****

14: Task 6: Analyze the language used in Dark Souls to understand the cultural context of the story.
15: Task 7: Investigate the historical and cultural references in Dark Souls to understand the story's context.
16: Task 8
17: Task 9: Analyze the symbolism and metaphors used in Dark Souls to understand the
18: Task 6: 日本語でDark Soulsのストーリーを

*****NEXT TASK*****

14: Task 6: Analyze the language used in Dark Souls to understand the cultural context of the story.

*****TASK RESULT*****

Task 6: 日本語で Dark Souls のストーリーを理解するために、使用されている言語を分析する。これにより、ストーリーの文化的な文脈を理解することができます。

*****TASK LIST*****

15: Task 6: 日本語でDark Soulsのストーリーを
16: Task 7: Investigate the historical and cultural references in Dark Souls to understand the story's context.
17: Task 7: 日本語でDark Soulsのストーリーに関する歴史的参照を調査し、ストーリーの

*****NEXT TASK*****

15: Task 6: 日本語でDark Soulsのストーリーを

*****TASK RESULT*****

Dark Soulsのストーリーを日本語で解明するために、登場人物の行動や会話を分析し、文化的な文脈を理解することを行う。また、登場人物の背景を調査し、ストーリーのテーマやトピックを理解するために行動を比較することも行う。

*****TASK LIST*****

16: Task 7: Investigate the historical and cultural references in Dark Souls to understand the story's context.
17: Task 7: 日本語でDark Soulsのストーリーに関する歴史的参照を調査し、ストーリーの
18: Task 8: 登場人物の背景を

*****NEXT TASK*****

16: Task 7: Investigate the historical and cultural references in Dark Souls to understand the story's context.

*****TASK RESULT*****

Task 7: 日本語でDark Soulsのストーリーの文脈を理解するために、歴史的および文化的参照を調査する。

*****TASK LIST*****

17: Task 7: 日本語でDark Soulsのストーリーに関する歴史的参照を調査し、ストーリーの
18: Task 8: 登場人物の背景を
19: Task 9: 日本語でDark Soulsのストーリーに関

*****NEXT TASK*****

17: Task 7: 日本語でDark Soulsのストーリーに関する歴史的参照を調査し、ストーリーの

*****TASK RESULT*****

Task 8: 日本語でDark Soulsのストーリーの文脈を理解するために、歴史的参照を分析します。特定の文脈を理解するために、Dark Soulsのストーリーに関する歴史的参照を調査し、それらを分析して、ストーリーの文脈を理解します。

*****TASK LIST*****

18: Task 8: 登場人物の背景を
19: Task 9: 日本語でDark Soulsのストーリーに関
20: Task 10: 日本語でDark Soulsのストーリーに関する文学的参照を調査し、ストーリーの

*****NEXT TASK*****

18: Task 8: 登場人物の背景を

*****TASK RESULT*****

Task 8: Research the backgrounds of the characters in Dark Souls to understand their motivations and actions.

*****TASK LIST*****

19: Task 9: 日本語でDark Soulsのストーリーに関
20: Task 10: 日本語でDark Soulsのストーリーに関する文学的参照を調査し、ストーリーの
21: Task 11: 日本語でDark Soulsのストーリーを解

*****NEXT TASK*****

19: Task 9: 日本語でDark Soulsのストーリーに関

*****TASK RESULT*****

Task 9: Research the cultural and historical influences on the story of Dark Souls in Japanese language.

*****TASK LIST*****

20: Task 10: 日本語でDark Soulsのストーリーに関する文学的参照を調査し、ストーリーの
21: Task 11: 日本語でDark Soulsのストーリーを解
22: Task 12: 日本語でDark Soulsのストーリーに関す

*****NEXT TASK*****

20: Task 10: 日本語でDark Soulsのストーリーに関する文学的参照を調査し、ストーリーの

*****TASK RESULT*****

Task 10: Research literary references related to the story of Dark Souls in Japanese language to understand the story's themes and topics.

*****TASK LIST*****

21: Task 11: Analyze the literary references related to the story of Dark Souls in Japanese language to understand the characters and their motivations.
22: Task 12: Investigate the cultural and historical context of the story of Dark Souls in Japanese language to gain a deeper understanding of the story.
23: Task 13: Examine the symbolism and imagery used in the story of Dark Souls in Japanese language to uncover hidden meanings.
24: Task 14: Compare

*****NEXT TASK*****

21: Task 11: Analyze the literary references related to the story of Dark Souls in Japanese language to understand the characters and their motivations.

*****TASK RESULT*****

To complete this task, I will analyze the literary references related to the story of Dark Souls in Japanese language. I will look for references to Japanese literature, mythology, and folklore that may provide insight into the characters and their motivations. I will also look for references to other works of literature, such as novels, plays, and poems, that may provide further context to the story. I will then analyze these references to gain a better understanding of the characters and their motivations.

*****TASK LIST*****

22: Task 12: Investigate the cultural and historical context of the story of Dark Souls in Japanese language to gain a deeper understanding of the story.
23: Task 13: Examine the symbolism and imagery used in the story of Dark Souls in Japanese language to uncover hidden meanings.
24: Task 14: Compare
25: Task 15: Analyze the language used in the story of Dark Souls in Japanese language to identify any patterns or themes.

*****NEXT TASK*****

22: Task 12: Investigate the cultural and historical context of the story of Dark Souls in Japanese language to gain a deeper understanding of the story.

*****TASK RESULT*****

To complete this task, I will use a variety of resources to investigate the cultural and historical context of the story of Dark Souls in Japanese language. I will analyze the language used in the game to gain an understanding of the cultural context of the story. I will also research the historical and cultural references in the game to gain a deeper understanding of the story's context. Additionally, I will investigate literary references related to the story of Dark Souls in Japanese language to gain further insight into the story. Finally, I will use my findings to create a comprehensive report on the cultural and historical context of the story of Dark Souls in Japanese language.

*****TASK LIST*****

23: Task 13: Examine the symbolism and imagery used in the story of Dark Souls in Japanese language to uncover hidden meanings.
24: Task 14: Compare
25: Task 15: Analyze the language used in the story of Dark Souls in Japanese language to identify any patterns or themes.
26: Task 16: Investigate the literary references related to the story of Dark Souls in Japanese language.
27: Task 17: Analyze the characters

*****NEXT TASK*****

23: Task 13: Examine the symbolism and imagery used in the story of Dark Souls in Japanese language to uncover hidden meanings.

*****TASK RESULT*****

To complete this task, I will analyze the symbolism and imagery used in the Japanese language version of Dark Souls. I will look for patterns and hidden meanings in the words, phrases, and images used in the story. I will also research the cultural and historical context of the story to gain a better understanding of the symbolism and imagery used. Finally, I will use this information to uncover any hidden meanings in the story.

*****TASK LIST*****

24: Task 14: Compare
25: Task 15: Analyze the language used in the story of Dark Souls in Japanese language to identify any patterns or themes.
26: Task 16: Investigate the literary references related to the story of Dark Souls in Japanese language.
27: Task 17: Analyze the characters
28: Task 18: Research the cultural and historical context of the story of Dark Souls in Japanese language.
29: Task

*****NEXT TASK*****

24: Task 14: Compare

*****TASK RESULT*****

Task 14: Compare the story of Dark Souls in Japanese to other stories in the same genre to understand the cultural and historical context of the story. Analyze the similarities and differences between the stories to gain a better understanding of the cultural and historical context of Dark Souls.

*****TASK LIST*****

25: Task 15: Analyze the language used in the story of Dark Souls in Japanese language to identify any patterns or themes.
26: Task 16: Investigate the literary references related to the story of Dark Souls in Japanese language.
27: Task 17: Analyze the characters
28: Task 18: Research the cultural and historical context of the story of Dark Souls in Japanese language.
29: Task 19: Examine the symbolism and metaphors

*****NEXT TASK*****

25: Task 15: Analyze the language used in the story of Dark Souls in Japanese language to identify any patterns or themes.

*****TASK RESULT*****

To complete this task, I will analyze the language used in the story of Dark Souls in Japanese language to identify any patterns or themes. I will look for common words, phrases, and sentence structures that are used throughout the story. I will also look for any cultural references or symbols that are used in the story. By doing this, I will be able to identify any patterns or themes that are present in the story.

*****TASK LIST*****

26: Task 16: Investigate the literary references related to the story of Dark Souls in Japanese language.
27: Task 17: Analyze the characters
28: Task 18: Research the cultural and historical context of the story of Dark Souls in Japanese language.
29: Task 19: Examine the symbolism and metaphors
30: Task 20: Analyze the narrative structure of the story of Dark Souls in Japanese language.
31: Task 21

*****NEXT TASK*****

26: Task 16: Investigate the literary references related to the story of Dark Souls in Japanese language.

*****TASK RESULT*****

I will investigate the literary references related to the story of Dark Souls in Japanese language by researching Japanese literature, analyzing the language used in Dark Souls, and exploring the historical and cultural references in the game. I will also look for any connections between the story of Dark Souls and other works of Japanese literature, such as the works of famous authors like Murasaki Shikibu and Kenji Miyazawa. By doing this, I will be able to gain a better understanding of the story of Dark Souls and its cultural context.

*****TASK LIST*****

27: Task 17: Analyze the characters
28: Task 18: Research the cultural and historical context of the story of Dark Souls in Japanese language.
29: Task 19: Examine the symbolism and metaphors
30: Task 20: Analyze the narrative structure of the story of Dark Souls in Japanese language.
31: Task 21
32: Task 22: Compare the story of Dark Souls to other works of Japanese literature
33: Task 23: Investigate the influence of

*****NEXT TASK*****

27: Task 17: Analyze the characters

*****TASK RESULT*****

For this task, I will analyze the characters in Dark Souls in Japanese language. I will look at the characters' motivations, relationships, and roles in the story. I will also investigate the cultural and historical references associated with each character to gain a better understanding of the story's context. Additionally, I will analyze the language used to describe each character to gain insight into the cultural context of the story.

*****TASK LIST*****

28: Analyze the characters' arcs and development throughout the story of Dark Souls.
29: Investigate the influence of Japanese culture on the story of Dark Souls.
30: Compare the story of Dark Souls to other works of Japanese literature.
31: Compare the story of Dark Souls to other works of Japanese mythology.
32: Examine the use of language in Dark Souls to explore the cultural context of the story.
33: Analyze the themes and motifs of

*****NEXT TASK*****

28: Analyze the characters' arcs and development throughout the story of Dark Souls.

*****TASK RESULT*****

To complete this task, I will analyze the characters' arcs and development throughout the story of Dark Souls in Japanese language. I will look at the dialogue, interactions, and decisions of the characters to understand how they evolve and change throughout the story. I will also look at the cultural and historical references in the story to gain a better understanding of the characters' motivations and actions. Finally, I will analyze the literary references in the story to gain insight into the characters' arcs and development.

*****TASK LIST*****

29: Analyze the symbolism and imagery used in Dark Souls to explore the cultural context of the story.
30: Investigate the influence of Japanese folklore on the story of Dark Souls.
31: Compare the characters of Dark Souls to other works of Japanese literature.
32: Examine the use of language in Dark Souls to explore the themes and motifs of the story.
33: Analyze the narrative structure of Dark Souls to explore the cultural

*****NEXT TASK*****

29: Analyze the symbolism and imagery used in Dark Souls to explore the cultural context of the story.

*****TASK RESULT*****

To complete this task, I will analyze the symbolism and imagery used in Dark Souls to explore the cultural context of the story. I will use Japanese language resources to research the various symbols and images used in the game, and how they relate to the story. I will also look into the historical and cultural references in Dark Souls to gain a better understanding of the context of the story. Finally, I will examine the literary references in Dark Souls to gain further insight into the cultural context of the story.

*****TASK LIST*****

30: Investigate the use of Japanese mythology in Dark Souls to understand the cultural context of the story.
31: Analyze the use of symbolism and imagery in Dark Souls to explore the cultural implications of the story.
32: Compare the characters of Dark Souls to other works of Japanese literature.
33: Compare the themes and motifs of Dark Souls to other works of Japanese literature.
34: Examine the use of language in Dark Souls to explore the

*****NEXT TASK*****

30: Investigate the use of Japanese mythology in Dark Souls to understand the cultural context of the story.

*****TASK RESULT*****

To complete this task, I will analyze the use of Japanese mythology in Dark Souls to understand the cultural context of the story. I will look for references to Japanese gods, goddesses, and other mythological figures, as well as any references to Japanese folklore and legends. I will also research the symbolism and meaning behind these references, and how they are used to convey the story's themes and messages. Finally, I will compare and contrast the use of Japanese mythology in Dark Souls to other works of literature and media to gain a better understanding of the cultural context of the story.

*****TASK LIST*****

31: Analyze the use of symbolism and imagery in Dark Souls to explore the cultural implications of the story.
32: Compare the characters of Dark Souls to other works of Japanese literature.
33: Compare the themes and motifs of Dark Souls to other works of Japanese literature.
34: Examine the use of language in Dark Souls to explore the
35: Analyze the use of Japanese folklore and legends in Dark Souls to understand the cultural context

*****NEXT TASK*****

31: Analyze the use of symbolism and imagery in Dark Souls to explore the cultural implications of the story.

*****TASK RESULT*****

To complete this task, I will analyze the use of symbolism and imagery in Dark Souls to explore the cultural implications of the story. I will look at the various symbols and images used in the game, such as the bonfires, the Lord of Cinder, and the various bosses, and examine how they are used to convey the themes and messages of the game. I will also look at the various references to Japanese culture, such as the use of katanas and samurai armor, and how they are used to convey the game's themes. Finally, I will look at the various religious and spiritual references in the game, such as the use of the Lord of Cinder and the various gods, and how they are used to convey the game's themes. By analyzing the use of symbolism and imagery in Dark Souls, I will be able to gain a better understanding of the cultural implications of the story.

*****TASK LIST*****

32: Compare the characters of Dark Souls to other works of Japanese literature.
33: Compare the themes and motifs of Dark Souls to other works of Japanese literature.
34: Examine the use of language in Dark Souls to explore the
35: Analyze the use of Japanese mythology in Dark Souls to understand the game's themes.
36: Compare the themes of Dark Souls to other works of Japanese art.
37: Investigate the use of religious and spiritual symbolism in

*****NEXT TASK*****

32: Compare the characters of Dark Souls to other works of Japanese literature.

*****TASK RESULT*****

To complete this task, I will analyze the characters of Dark Souls and compare them to characters from other works of Japanese literature. I will look at the character's motivations, goals, and relationships with other characters to determine how they are similar or different. I will also consider the cultural context of the characters and how they fit into the overall story of Dark Souls. Finally, I will look at the language used to describe the characters and how it reflects the cultural context of the story.

*****TASK LIST*****

33: Analyze the cultural influences of Dark Souls on Japanese culture.
34: Compare the narrative structure of Dark Souls to other works of Japanese literature.
35: Investigate the use of symbolism in Dark Souls to explore the game's themes.
36: Examine the use of Japanese folklore in Dark Souls to understand the game's story.
37: Compare the characters of Dark Souls to other works of Japanese art.
38: Compare the

*****NEXT TASK*****

33: Analyze the cultural influences of Dark Souls on Japanese culture.

*****TASK RESULT*****

To complete this task, I will analyze the cultural influences of Dark Souls on Japanese culture by researching the game's themes, characters, and settings. I will also look into the game's reception in Japan, as well as the impact it has had on Japanese culture. Additionally, I will examine the game's use of Japanese language and its influence on the Japanese language. Finally, I will investigate the game's influence on Japanese literature, art, and music.

*****TASK LIST*****

34: Compare the narrative structure of Dark Souls to other works of Japanese literature.
35: Investigate the use of symbolism in Dark Souls to explore the game's themes.
36: Examine the use of Japanese folklore in Dark Souls to understand the game's story.
37: Compare the characters of Dark Souls to other works of Japanese art.
38: Analyze the impact of Dark Souls on Japanese music.
39: Investigate the use of Japanese mythology in Dark Souls

*****NEXT TASK*****

34: Compare the narrative structure of Dark Souls to other works of Japanese literature.

*****TASK RESULT*****

To complete this task, I will analyze the narrative structure of Dark Souls and compare it to other works of Japanese literature. I will look at the themes, characters, plot points, and other elements of the story to identify similarities and differences between Dark Souls and other works of Japanese literature. I will also consider the cultural context of the story and how it may have influenced the narrative structure. Finally, I will draw conclusions about the narrative structure of Dark Souls and how it compares to other works of Japanese literature.

*****TASK LIST*****

35: Investigate the use of symbolism in Dark Souls to explore the game's themes.
36: Examine the use of Japanese folklore in Dark Souls to understand the game's story.
37: Compare the characters of Dark Souls to other works of Japanese art.
38: Analyze the impact of Dark Souls on Japanese music.
39: Investigate the use of Japanese mythology in Dark Souls.
40: Analyze the influence of Dark

*****NEXT TASK*****

35: Investigate the use of symbolism in Dark Souls to explore the game's themes.

*****TASK RESULT*****

Task 11: 日本語でDark Soulsのシンボリズムを調査し、ゲームのテーマを探求する。

*****TASK LIST*****

36: Analyze the use of Japanese language in Dark Souls to understand the game's story.
2: Compare the themes of Dark Souls to other works of Japanese literature.
3: Investigate the use of Japanese culture in Dark Souls to explore the game's narrative.
4: Examine the influence of Dark Souls on Japanese gaming culture.
5: Analyze the impact of Dark Souls on Japanese animation.
6: Investigate the use of Japanese mythology in Dark Souls.

*****NEXT TASK*****

36: Analyze the use of Japanese language in Dark Souls to understand the game's story.

*****TASK RESULT*****

To complete this task, I will analyze the use of Japanese language in Dark Souls to understand the game's story. I will look at the language used in the game, including the dialogue, descriptions, and other text, to gain insight into the cultural context of the story. I will also investigate the historical and cultural references in the game to gain a better understanding of the story's context. Finally, I will research any literary references related to the story of Dark Souls in Japanese language to gain a deeper understanding of the story.

*****TASK LIST*****

37: Compare the themes of Dark Souls to other works of Japanese literature.
38: Investigate the use of Japanese culture in Dark Souls to explore the game's narrative.
39: Examine the influence of Dark Souls on Japanese gaming culture.
40: Analyze the impact of Dark Souls on Japanese animation.
41: Investigate the use of Japanese mythology in Dark Souls.
42: Analyze the use of Japanese folklore in Dark Souls to explore the game's narrative.

*****NEXT TASK*****

37: Compare the themes of Dark Souls to other works of Japanese literature.

*****TASK RESULT*****

To complete this task, I will analyze the themes of Dark Souls and compare them to other works of Japanese literature. I will look for similarities in themes such as death, suffering, and redemption, as well as any other themes that may be present in both Dark Souls and other works of Japanese literature. I will also look for any cultural references that may be present in Dark Souls and compare them to other works of Japanese literature. Finally, I will analyze the language used in Dark Souls to understand the cultural context of the story and compare it to other works of Japanese literature.

*****TASK LIST*****

38: Investigate the use of Japanese culture in Dark Souls to explore the game's narrative.
39: Examine the influence of Dark Souls on Japanese gaming culture.
40: Analyze the impact of Dark Souls on Japanese animation.
41: Investigate the use of Japanese mythology in Dark Souls.
42: Analyze the use of Japanese folklore in Dark Souls to explore the game's narrative.
43: Analyze the use of Japanese

*****NEXT TASK*****

38: Investigate the use of Japanese culture in Dark Souls to explore the game's narrative.

*****TASK RESULT*****

To complete this task, I will analyze the use of Japanese culture in Dark Souls to explore the game's narrative. I will look at the characters, settings, and themes of the game to identify any references to Japanese culture. I will also examine the language used in the game to determine if there are any words or phrases that are specific to Japanese culture. Finally, I will research any literary references to Japanese culture in Dark Souls to gain a better understanding of the game's narrative.

*****TASK LIST*****

39: Investigate the use of Japanese literature in Dark Souls to explore the game's narrative.
40: Analyze the influence of Dark Souls on Japanese popular culture.
41: Examine the use of Japanese symbolism in Dark Souls to explore the game's narrative.
42: Analyze the impact of Dark Souls on Japanese culture and society.
43: Investigate the use of Japanese philosophy in Dark Souls to explore the game.
44:

*****NEXT TASK*****

39: Investigate the use of Japanese literature in Dark Souls to explore the game's narrative.

*****TASK RESULT*****

I will investigate the use of Japanese literature in Dark Souls to explore the game's narrative. I will analyze the language used in the game to identify any literary references and explore how they contribute to the story. I will also research the cultural context of the game to gain a better understanding of the narrative. Finally, I will compare the narrative of Dark Souls to other Japanese literature to gain further insight into the game's story.

*****TASK LIST*****

40: Analyze the influence of Dark Souls on Japanese popular culture.
41: Examine the use of Japanese symbolism in Dark Souls to explore the game's narrative.
42: Analyze the impact of Dark Souls on Japanese culture and society.
43: Investigate the use of Japanese philosophy in Dark Souls to explore the game.
44: Compare the narrative of Dark Souls to other Japanese video games to gain further insight into the game's story.

*****NEXT TASK*****

40: Analyze the influence of Dark Souls on Japanese popular culture.

*****TASK RESULT*****

To complete this task, I will analyze the influence of Dark Souls on Japanese popular culture by researching the game's impact on Japanese media, literature, and art. I will also look into how the game has been received by Japanese players and how it has been adapted into other forms of media. Additionally, I will examine the game's influence on the Japanese language, such as the use of specific words and phrases that have become popular due to the game. Finally, I will analyze the impact of Dark Souls on Japanese culture as a whole, such as how the game has changed the way people think about certain topics or how it has influenced the way people interact with each other.

*****TASK LIST*****

41: Examine the use of Japanese symbolism in Dark Souls to explore the game's narrative.
42: Analyze the impact of Dark Souls on Japanese culture and society.
43: Investigate the use of Japanese philosophy in Dark Souls to explore the game.
44: Compare the narrative of Dark Souls to other Japanese video games to gain further insight into the game's story.
45: Analyze the influence of Dark Souls on Japanese literature.

*****NEXT TASK*****

41: Examine the use of Japanese symbolism in Dark Souls to explore the game's narrative.

*****TASK RESULT*****

I will examine the use of Japanese symbolism in Dark Souls to explore the game's narrative. I will analyze the various symbols used in the game, such as the use of katakana, kanji, and hiragana, to understand the cultural context of the story. I will also look into the use of Japanese mythology and folklore to gain insight into the game's narrative. Additionally, I will research the literary references to Japanese culture in Dark Souls to gain a better understanding of the story.

*****TASK LIST*****

42: Analyze the impact of Dark Souls on Japanese culture and society.
43: Investigate the use of Japanese philosophy in Dark Souls to explore the game.
44: Compare the narrative of Dark Souls to other Japanese video games to gain further insight into the game's story.
45: Analyze the influence of Dark Souls on Japanese literature.
46: Investigate the use of Japanese folklore in Dark Souls to gain a better understanding of the game's narrative.
47:

*****NEXT TASK*****

42: Analyze the impact of Dark Souls on Japanese culture and society.

*****TASK RESULT*****

To complete this task, I will analyze the impact of Dark Souls on Japanese culture and society by examining the game's reception in Japan, the influence of its themes and characters on Japanese culture, and the impact of its storytelling on Japanese literature. I will also analyze the use of Japanese language in Dark Souls to understand how the game has been adapted to the Japanese culture and how it has been embraced by the Japanese audience. Finally, I will investigate any literary references related to the story of Dark Souls in Japanese language to understand the cultural context of the story.

*****TASK LIST*****

43: Investigate the use of Japanese philosophy in Dark Souls to explore the game.
44: Compare the narrative of Dark Souls to other Japanese video games to gain further insight into the game's story.
45: Analyze the influence of Dark Souls on Japanese literature.
46: Investigate the use of Japanese folklore in Dark Souls to gain a better understanding of the game's narrative.
47: Analyze the impact of Dark Souls on Japanese art

*****NEXT TASK*****

43: Investigate the use of Japanese philosophy in Dark Souls to explore the game.

*****TASK RESULT*****

To complete this task, I will analyze the use of Japanese philosophy in Dark Souls to explore the game. I will look at the themes, characters, and plot points of the game to see how they are influenced by Japanese philosophy. I will also research the cultural context of the game to understand how Japanese philosophy is used to create the story. Finally, I will investigate the literary references in Dark Souls to see how they are connected to Japanese philosophy.

*****TASK LIST*****

44: Compare the narrative of Dark Souls to other Japanese video games to gain further insight into the game's story.
45: Analyze the influence of Dark Souls on Japanese literature.
46: Investigate the use of Japanese folklore in Dark Souls to gain a better understanding of the game's narrative.
47: Analyze the impact of Dark Souls on Japanese art.
48: Examine the use of Japanese mythology in Dark Souls to understand the game

*****NEXT TASK*****

44: Compare the narrative of Dark Souls to other Japanese video games to gain further insight into the game's story.

*****TASK RESULT*****

To complete this task, I will analyze the narrative of Dark Souls in comparison to other Japanese video games. I will look at the themes, characters, and plot points of each game to identify similarities and differences. I will also examine the use of language in each game to gain further insight into the cultural context of the story. By comparing the narrative of Dark Souls to other Japanese video games, I will be able to gain a better understanding of the game's story and its cultural context.

*****TASK LIST*****

45: Analyze the influence of Dark Souls on Japanese literature.
46: Investigate the use of Japanese folklore in Dark Souls to gain a better understanding of the game's narrative.
47: Analyze the impact of Dark Souls on Japanese art.
48: Examine the use of Japanese mythology in Dark Souls to understand the game.
49: Analyze the influence of Dark Souls on Japanese culture.
50: Investigate the use of

*****NEXT TASK*****

45: Analyze the influence of Dark Souls on Japanese literature.

*****TASK RESULT*****

To complete this task, I will analyze the influence of Dark Souls on Japanese literature by examining the use of Japanese language in the game, the cultural context of the story, and the literary references found in the game. I will also look at how the game has been received by Japanese audiences and how it has impacted the Japanese literary landscape. Finally, I will analyze the impact of Dark Souls on the Japanese literary canon and how it has shaped the way Japanese literature is written and interpreted.

*****TASK LIST*****

46: Investigate the use of Japanese folklore in Dark Souls to gain a better understanding of the game's narrative.
2: Analyze the impact of Dark Souls on Japanese art.
3: Examine the use of Japanese mythology in Dark Souls to understand the game.
4: Analyze the influence of Dark Souls on Japanese culture.
5: Investigate the use of Japanese language in Dark Souls to gain a better understanding of the game's narrative.
6: Analyze

*****NEXT TASK*****

46: Investigate the use of Japanese folklore in Dark Souls to gain a better understanding of the game's narrative.

*****TASK RESULT*****

To complete this task, I will analyze the use of Japanese folklore in Dark Souls to gain a better understanding of the game's narrative. I will look at the characters, locations, and items in the game to see if they have any connections to Japanese folklore. I will also research the game's story and look for any references to Japanese folklore. Finally, I will compare the game's narrative to the stories and themes found in Japanese folklore to gain a better understanding of the game's story.

*****TASK LIST*****

47: Analyze the impact of Dark Souls on Japanese art.
48: Examine the use of Japanese mythology in Dark Souls to understand the game.
49: Analyze the influence of Dark Souls on Japanese culture.
50: Investigate the use of Japanese language in Dark Souls to gain a better understanding of the game's narrative.
51: Compare the themes and characters of Dark Souls to Japanese literature.
52: Analyze the influence

*****NEXT TASK*****

47: Analyze the impact of Dark Souls on Japanese art.

*****TASK RESULT*****

To complete this task, I will analyze the impact of Dark Souls on Japanese art by examining the game's influence on various forms of art, such as literature, film, and music. I will also look at how the game has been adapted into manga and anime, and how its themes and characters have been used in other works of art. Additionally, I will explore how the game has been used as a source of inspiration for Japanese artists, and how its themes and characters have been used in other works of art. Finally, I will analyze how the game has been received by the Japanese public, and how it has impacted the culture and society of Japan.

*****TASK LIST*****

48: Analyze the impact of Dark Souls on Japanese visual art, such as painting, sculpture, and photography.
49: Investigate the use of Japanese folklore and mythology in Dark Souls to gain a better understanding of the game's narrative.
50: Compare the themes and characters of Dark Souls to other popular Japanese video games.
51: Examine the influence of Dark Souls on Japanese popular culture, such as fashion, music.
52: Ex

*****NEXT TASK*****

48: Analyze the impact of Dark Souls on Japanese visual art, such as painting, sculpture, and photography.

*****TASK RESULT*****

I will analyze the impact of Dark Souls on Japanese visual art, such as painting, sculpture, and photography. I will look at how the game has been represented in these mediums, and how the themes and characters of the game have been interpreted in these works. I will also look at how the game has been used as a source of inspiration for Japanese visual artists, and how the game has influenced the development of Japanese visual art. Finally, I will examine how the game has been used to explore and express the cultural and social issues of Japan.

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# 所管
- 大きな範囲を調査するには良いかもしれないが..
    - davinci, gpt3.5 は微妙
    - gpt4 だとまた違うのかもしれない
- 使い方次第では, 良い結果を得られるのかもしれない
    - が, gpt4 の方がいい気するが...
- 永遠動き続けるので, 料金に注意が必要
    - 上記の Dark Souls の例では, 1$ちょっと発生
- 日本語固定がいまいち分からない