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Agentは楽しいぞ
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tubone(Yu Otsubo)
June 18, 2024
Technology
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Agentは楽しいぞ
Bedrock Claude Night 2(JAWS-UG AI/ML支部 × 東京支部コラボ)
で喋ったやつ
tubone(Yu Otsubo)
June 18, 2024
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Transcript
Bedrock Claude Night2! Agent tubone24 (@meitante1conan)
@meitante1conan LLM 3 DX Yu Otsubo (tubone24)
それは突然やってくる!!!
AI Product いい感じの社内向け 作ってよ
いい感じ...?
AI Product Web LLM Agent ? ※ここでいうAgentとはReAct logicで動くLLMアプリケーションをLangChainで構築したものを指します
Bedrock Claude Night2! Agent tubone24 (@meitante1conan)
Autonomous Agent( ) Autonomous Agent Franklin, Stan and Graesser, Art
(1997) "Is it an Agent, or just a Program?: A Taxonomy for Autonomous Agents," いい感じに考え、 行動するやつ
Intermediate Steps Tool Lookup Final Answer ReAct-based LangChain Agents Input
Google Calucurator Python Evaluate Need more info &OPVHI
でもでも...?
Agent Agent LLM Web Python ( ) LLM Web LLM
Agent ... Agent Retriever Memory Agent
Intermediate Steps Tool Lookup Final Answer ReAct-based LangChain Agents! ✨
Input Google Retriever xxxx Evaluate Need more info &OPVHI Memory
では作ってみましょう..!!
簡単に作れます
でも課題あり
Web search(Tool) Google 組み込めますが課題あり...!!! https://python.langchain.com/v0.2/docs/integrations/tools/google_search/
Retriever Tool Retriever Agent https://python.langchain.com/v0.1/docs/use_cases/question_answering/conversational_retrieval_agents/#retriever-tool
Knowledge Bases for Amazon Bedrock Knowledge Bases Agent 組み込めますが課題あり...!!!
ConversationBufferMemory LangChain ConversationBufferMemory 組み込めますが課題あり...!!!
Intermediate Steps Tool Lookup Final Answer 1: Google Input Google
Knowledge base xxxxx Evaluate Need more info &OPVHI Memory
1: Google
Intermediate Steps Tool Lookup Final Answer 2: Knowledgebase Input Google
Knowledge base xxxxx Evaluate Need more info &OPVHI Memory
2: Knowledgebase LangChain AmazonKnowledgeBasesRetriever metadata agent scratchpad
Intermediate Steps Tool Lookup Final Answer 3: Agent Memory Input
Google Knowledge base xxxxx Evaluate Need more info &OPVHI Memory
3: Agent Memory Memory OpenAI
どうする...?
ドキュメント⾒る
Claude3 Opus Docs Opus XML https://docs.anthropic.com/ja/docs/use-xml-tags#xml
なければ実装する!!! と 言 っ て も ち ょ っ と
し た 文 字 列 の 整 形 だ け で す . . !
Google search XML GoogleSearch XML
boto3 KB XML LangChain boto3
XML ... XML ... https://gist.github.com/tubone24/4ef910b152bc1017da36e7d7354e906d
Opus Opus Agent ...!!! 社内の反応も上々 ..!!
🐾 AWS !!!
今日覚えて帰ってほしいこと LangChainをちょ っといじって Opus使えば Agentは業務で も使えるよ! 「tubone 心の声」より
ありがとうございました!