Generative AI Study Group_28thSesssion_20240730

Generative AI Study Group

Agenda

Agenda

Introduction •今日のパネラー紹介 • 勉強会貢献メンバー

Introduction How make AI do it is all you need!!

Introduction Yes, AI can!!

Introduction •GASG Policy • 楽しく • 面白く • オープンマインド

Introduction • パンフレット • http://tinyurl.com/ysjh5ua4

• http://tinyurl.com/ysjh5ua4

Introduction • 公式X • https://twitter.com/kunihirosks

• https://twitter.com/kunihirosks

Introduction • 参加者名簿 • 個別にご連絡をさせていただくため活用させていただく場合があ りますので、是非。 • Form • https://forms.gle/eRmeGtfkQMkDrs7K9 • アンケート

• https://forms.gle/eRmeGtfkQMkDrs7K9

Introduction • 進捗 • テーマとゲスト急募!! • 神戸市様 **8月20日決定** • JDSSP共催 • True Prompt Engineering • Local LLM • Dify • IfLink

Introduction • Web更新 • https://www.ai-tech-c.jp/generative-ai-study-group-gasg/ • 関連イベント • ひょうごスタートアップアカデミー高校生対象「Hyogo ビジネスプランブ ラッシュアップ道場」 ▪ https://web.pref.hyogo.lg.jp/sr10/press/20240618.html ▪ https://web.pref.hyogo.lg.jp/sr10/press/documents/flyer_brush_up_dojo.pdf

• https://www.ai-tech-c.jp/generative-ai-study-group-gasg/
• https://web.pref.hyogo.lg.jp/sr10/press/20240618.html
• https://web.pref.hyogo.lg.jp/sr10/press/documents/flyer_brush_up_dojo.pdf

Introduction • ものづくり企業に役立つ応用数理手法の研究会 o日本応用数理学会：応用数理ものづくり研究会 ohttp://monozukuri.jsiam.org/

• http://monozukuri.jsiam.org/

Introduction • AITeC会員限定 • Mattermost • • 情報 / 企画 / ビジョン • 厳選とれたて新鮮Info from bookmarks • 僕が一番ChatGPTをうまくつかえるんだぁー!!大会 • ChatGPT相談室 • 疑似人格 • AIを使った社会実験 • Generative Agents • 新AIパラダイム時代の生き方論 • Deparure of Computable Fundamentalism ABCI利用 • スーパーエンジニアが親切にサポート (予定

Introduction •AITeCに是非ご入会をご検討ください •驚きの安さ!! •なんと年間10万円ポッキリ!! •安い! 楽しい! 凄い! AITeC!!

Agenda

Theme •Coming soon.

Agenda

Study contents •Title oAI Agent の現在地と将来 ~ 自律型AIの可能性を探 る •Presenter o杉山邦洋 @ Generative AI Study Group .host

Study contents • 振り返り o生成系AIの本命 Generative Agents とは 産総研 AITeCGenerative AI Study Group第11回 ▪https://www.ai-tech-c.jp/generative-ai-study-groupgasg/#014

• https://www.ai-tech-c.jp/generative-ai-study-group-gasg/

What is AI Agent

Reference: https://activantcapital.com/research/ai-agents • What is AI Agent

• https://activantcapital.com/research/ai-agents

Reference: https://www.prosus.com/news-insights/group-updates/2024/ai-agentops-landscape Study contents • What is AI Agent

• https://www.prosus.com/news-insights/group-updates/2024/ai-agentops-landscape

Reference: https://www.prosus.com/news-insights/group-updates/2024/ai-agentops-landscape

• https://www.prosus.com/news-insights/group-updates/2024/ai-agentops-landscape

Reference: https://www.prosus.com/news-insights/group-updates/2024/ai-agentops-landscape

• https://www.prosus.com/news-insights/group-updates/2024/ai-agentops-landscape

Reference: https://cobusgreyling.medium.com/comparing-llm-agents-to-chains-differences-advantages-disadvantages-a86029a1445f

• https://cobusgreyling.medium.com/comparing-llm-agents-to-chains-differences-advantages-disadvantages-a86029a1445f

Reference: https://cobusgreyling.medium.com/five-levels-of-ai-agents-5ac39a7b07ed

• https://cobusgreyling.medium.com/five-levels-of-ai-agents-5ac39a7b07ed

Study contents •What is AI Agent o特徴 ▪独立駆動 /自ら決定 /自ら行動 o留意 ▪説明責任 / 透明性 / 倫理 / コスト

Study contents • What is AI Agent o Noteworthy Researches ▪ [2210.03629] ReAct: Synergizing Reasoning and Acting in Language Models https://arxiv.org/abs/2210.03629 ▪ [2304.03442] Generative Agents: Interactive Simulacra of Human Behavior https://arxiv.org/abs/2304.03442 ▪ SHOW-1 and Showrunner Agents in Multi-Agent Simulations https://fablestudio.github.io/showrunner-agents/ ▪ [2405.10467] Agent Design Pattern Catalogue: A Collection of Architectural Patterns for Foundation Model based Agents https://arxiv.org/abs/2405.10467

• https://arxiv.org/abs/2210.03629
• https://arxiv.org/abs/2304.03442
• https://fablestudio.github.io/showrunner-agents/
• https://arxiv.org/abs/2405.10467

ReAct Generative Agents Chat Dev OpenAI Assistants API Lang graph Sep 2022 Apr 2023 Sep 2023 Nov 2023 Jun 2024 Apr 2023 July 2023 Sep 2023 Mar 2024 AutoGPT SHOW-1 AutoGen Devin (Press release)

Reference: https://github.com/e2b-dev/awesome-ai-agents https://e2b.dev/ai-agents

• https://github.com/e2b-dev/awesome-ai-agents
• https://e2b.dev/ai-agents

Reference: https://medium.com/aura-vc/investment-thesis-debundling-the-market-landscape-the-rise-of-autonomous-ai-agents-ae618e5ff07e

• https://medium.com/aura-vc/investment-thesis-debundling-the-market-landscape-the-rise-of-autonomous-ai-agents-ae618e5ff07e

Pickup solution

Study contents • Pickup solution oLangGraph https://www.langchain.com/langgraph oAIエージェントを作る！LangGraphの使い方を解説してみた YouTube https://www.youtube.com/watch?v=LSCgHdSEbqI&t=1s o【第34回】LangGraphでマルチエージェントワークフローを構築 YouTube https://www.youtube.com/watch?v=2AHpC3xOCpo

• https://www.langchain.com/langgraph
• https://www.youtube.com/watch?v=LSCgHdSEbqI&t=1s
• https://www.youtube.com/watch?v=2AHpC3xOCpo

Study contents • Pickup solution oAutoGen Studio https://microsoft.github.io/autogen/docs/autogenstudio/

• https://microsoft.github.io/autogen/docs/autogen-studio/

Study contents •Pickup solution oAutoGen Studio ▪Prompting tech is important ▪Prompt for agents ≠ Prompt (query) for Chatbot

で、これ誰がい つ何に使うの？

Study contents • Pickup solution o AutoGen Studio Use case ▪ Manager • Planning • Functional requirement • Cost assumption ▪ Engineer • Proof of concept • Core function dev • Mini service release (Beta launch)

Current Situation

「「「AI Agentすごぃ !!!!!」」」

「「「AI Agentすごぃ !!!!!」」」 「「「次はAI Agent !!!!!」」」

「「「AI Agentすごぃ !!!!!」」」 「「「次はAI Agent !!!!!」」」 「「「AI Agent でかつる!!!!!」」」

「「「AI Agentすごぃ !!!!!」」」 「「「次はAI Agent !!!!!」」」 「「「AI Agent でかつる!!!!!」」」 杉山

あとよろしく... zzz リョヵイデス... ﾋﾟｰｶﾞｰｶﾞｰﾋﾟ--

Study contents

→2024年 Study contents 今この辺？？ *個人の感想です

Study contents • Current situation oAgents aren’t all you need - Parcha https://web.archive.org/web/20240607161958/https://www. parcha.com/blog/agents-arent-all-you-need

• https://web.archive.org/web/20240607161958/https:/www.parcha.com/blog/agents-arent-all-you-need

Study contents • Current situation oOscar, an open-source contributor agent architecture https://go.googlesource.com/oscar/+/refs/heads/master/RE ADME.md oOpenAutoCoder/Agentless: Agentless : an agentless approach to automatically solve software development problems https://github.com/OpenAutoCoder/Agentless?tab=readme

• https://go.googlesource.com/oscar/ /refs/heads/master/README.md
• https://github.com/OpenAutoCoder/Agentless?tab=readme-ov-file

Future of AI Agent

Study contents • Future of AI Agents oAI is about to completely change how you use computers | Bill Gates https://www.gatesnotes.com/AI-agents oSam Altman says helpful agents are poised to become AI’s killer function | MIT Technology Review https://www.technologyreview.com/2024/05/01/1091979/sa m-altman-says-helpful-agents-are-poised-to-become-aiskiller-function/

• https://www.gatesnotes.com/AI-agents
• https://www.technologyreview.com/2024/05/01/1091979/sam-altman-says-helpful-agents-are-poised-to-become-ais-killer-function/

本当...??

Study contents • Future of AI Agents oWhy agents are unreliable... ? ▪ Difficulty of system design • Uncertainty of agent behavior • Complexity of multi agents • Balance of human interaction ▪ Poor instruction prompting ▪ And...

じゃぁ Agentって使 えないじゃ ん...

Study contents • Future of AI Agents o"World model" is the key of Agents. ▪ Video generation models as world simulators | OpenAI https://openai.com/index/video-generation-models-as-worldsimulators/ ▪ Introducing General World Models. https://research.runwayml.com/introducing-general-world-models ▪ Wayve GAIA: Generative AI for video generation and simulation https://wayve.ai/science/gaia/

• https://openai.com/index/video-generation-models-as-world-simulators/
• https://research.runwayml.com/introducing-general-world-models
• https://wayve.ai/science/gaia/

Study contents •Conclusion oFuture ▪Agent with "World Model" will be super broad range alternative. oCurrent ▪Agent could be a smarter RPA tool alternative, for instance.

じゃぁRPA tool でよくない？ Chain FWでよ くない？？

Agentには夢が あるんですよ

Agenda

News • みんなで生成系AIブックマーク • 新企画です!! 皆様の気になった生成系AIの情報をその場で募集して ディスカッションします。 • 募集はこちら https://forms.gle/kKVsb9jDwMTm2Rkk6 から事前投稿も受 け付けています。 • リスト • https://docs.google.com/spreadsheets/d/1bjJfAhfEvNMSuxAszCiSo0qdE89s p86ooAyBdRVuDO0/edit?usp=sharing

• https://forms.gle/kKVsb9jDwMTm2Rkk6
• https://docs.google.com/spreadsheets/d/1bjJfAhfEvNMSuxAszCiSo0qdE89sp86ooAyBdRVuDO0/edit?usp=sharing

Agenda

Next • アンケートの結果とコメント • 前回のアンケート • 次回 • みんなで生成系AIブックマーク" 継続 • 分析してみる？ • Theme引き続き募集 • Study contents • Fine tuning • オープンソース各種 • Business向けコンテンツ • New era personal computer

EOF https://www.linkedin.com/in/kunihiro-sugiyama-49b0372a/ https://www.ai-tech-c.jp/generative-ai-study-group-gasg/

• https://www.linkedin.com/in/kunihiro-sugiyama-49b0372a/
• https://www.ai-tech-c.jp/generative-ai-study-group-gasg/