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Update readme and AutoGen docs (#1183)
* Update readme and AutoGen docs * Update Autogen#notebook-examples, Add link to AutoGen arxiv * Update website/docs/Use-Cases/Autogen.md Co-authored-by: Chi Wang <wang.chi@microsoft.com> * Update link --------- Co-authored-by: Chi Wang <wang.chi@microsoft.com> Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
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# AutoGen - Automated Multi Agent Chat
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<!-- Keep aligned with notebooks in docs/Use-Cases/Autogen#notebook-examples -->
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`flaml.autogen` offers conversable agents powered by LLM, tool or human, which can be used to perform tasks collectively via automated chat. This framwork allows tool use and human participance via multi-agent conversation.
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Please find documentation about this feature [here](/docs/Use-Cases/Autogen#agents).
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* [Automated Chess Game Playing & Chitchatting by GPT-4 Agents](https://github.com/microsoft/FLAML/blob/main/notebook/autogen_agentchat_chess.ipynb)
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* [Automated Task Solving by Group Chat](https://github.com/microsoft/FLAML/blob/main/notebook/autogen_agentchat_groupchat.ipynb)
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* [Automated Continual Learning from New Data](https://github.com/microsoft/FLAML/blob/main/notebook/autogen_agentchat_stream.ipynb)
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* [Automated Code Generation and Question Answering with Retrieval Augemented Agents](https://github.com/microsoft/FLAML/blob/main/notebook/autogen_agentchat_RetrieveChat.ipynb)
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