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AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

FromPapers Read on AI


AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

FromPapers Read on AI

ratings:
Length:
74 minutes
Released:
Oct 4, 2023
Format:
Podcast episode

Description

This technical report presents AutoGen, a new framework that enables development of LLM applications using multiple agents that can converse with each other to solve tasks. AutoGen agents are customizable, conversable, and seamlessly allow human participation. They can operate in various modes that employ combinations of LLMs, human inputs, and tools. AutoGen's design offers multiple advantages: a) it gracefully navigates the strong but imperfect generation and reasoning abilities of these LLMs; b) it leverages human understanding and intelligence, while providing valuable automation through conversations between agents; c) it simplifies and unifies the implementation of complex LLM workflows as automated agent chats. We provide many diverse examples of how developers can easily use AutoGen to effectively solve tasks or build applications, ranging from coding, mathematics, operations research, entertainment, online decision-making, question answering, etc.

2023: Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Shaokun Zhang, Erkang Zhu, Beibin Li, Li Jiang, Xiaoyun Zhang, Chi Wang



https://arxiv.org/pdf/2308.08155v1.pdf
Released:
Oct 4, 2023
Format:
Podcast episode

Titles in the series (100)

Keeping you up to date with the latest trends and best performing architectures in this fast evolving field in computer science. Selecting papers by comparative results, citations and influence we educate you on the latest research. Consider supporting us on Patreon.com/PapersRead for feedback and ideas.