Hellow guys, Welcome to my website, and you are watching Breaking Down & Testing FIVE LLM Agent Architectures - (Reflexion, LATs, P&E, ReWOO, LLMCompiler). and this vIdeo is uploaded by Adam Lucek at 2024-04-30T13:18:03-07:00. We are pramote this video only for entertainment and educational perpose only. So, I hop you like our website.
| Name | Breaking Down & Testing FIVE LLM Agent Architectures - (Reflexion, LATs, P&E, ReWOO, LLMCompiler) |
| Video Uploader | Video From Adam Lucek |
| Upload Date | This Video Uploaded At 30-04-2024 20:18:03 |
| Video Discription | Large Language Model Agents have taken over LLM and Artificial Intelligence application design by storm, so this time we check out and simplify six main concepts and five popular papers documenting ways to set up language model based agents, as well as directly testing examples. Resources - @LangChain Agent Tutorials & Code - https://www.youtube.com/playlist?list=PLfaIDFEXuae16n2TWUkKq5PgJ0w6Pkwtg Overview on LLM Agents - https://youtu.be/GZWFLEj0UqI Link to Miro Board PDF: https://drive.google.com/file/d/1ESnrIy4c5LPOhNHRnn87Cv7DU_i0-_J9/view?usp=sharing Papers: Reflexion Paper: https://arxiv.org/abs/2303.11366 LATs Paper: https://arxiv.org/abs/2310.04406 Plan-And-Execute Paper: https://arxiv.org/abs/2305.04091 ReWOO Paper: https://arxiv.org/abs/2305.18323 LLMCompiler Paper: https://arxiv.org/abs/2312.04511 LangSmith Traces: Basic Reflection: https://smith.langchain.com/public/604a986b-a751-48ed-9dda-738bd2780ea5/r Reflexion: https://smith.langchain.com/public/83b0f3a3-b788-471b-ae1b-57167ceef37c/r LATs: https://smith.langchain.com/public/d4541960-3f1a-4e53-9ec7-d223736f64b7/r Plan-And-Execute: https://smith.langchain.com/public/c13392c5-e058-4bbe-b25e-aac7214a28df/r ReWOO: https://smith.langchain.com/public/ee636208-6914-4c97-9d29-64c572c6ecc0/r LLMCompiler: https://smith.langchain.com/public/28857a8a-b9b1-45d5-8403-ded9f95fab6d/r Chapters: 00:00 - Intro 01:08 - Basic Reflection 02:44 - Basic Reflection Testing 06:32 - Reflexion Actor 09:57 - Reflexion Action Testing 12:25 - Language Agent Tree Search (LATs) 17:04 - LATs Testing 20:54 - Plan And Execute 23:38 - Plan And Execute Testing 26:28 - Reasoning Without Observation (ReWOO) 29:26 - ReWOO Testing 31:11 - LLMCompiler 35:19 - LLMCompiler Testing 36:05 - Outro |
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