k1eNdn

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@SkalaFrost Yes, it looks like this ![Image](https://github.com/user-attachments/assets/5c679ff1-e103-4714-a380-bf9c36a5fd01)

@xzneozx96 I made many modifications in version 0.6.8. Now I'm reviewing the latest version of the code to see if it's possible to develop a multi-modal RAG plugin.

@juniorsereno You could try this (fix code) by change in file core/agent/base_agent_runner.py. I fix to only fetch 20 latest message ![Image](https://github.com/user-attachments/assets/85b0a6d7-5477-4ee0-9b82-860b334cc02d)

@xbpeng121 Do you find an api to delete uploaded file in Dify?

a simple solution is wrap LLM inside a agent (not have tool, to make sure only use LLM). so each agent will have seperate memory. @Ko-shuju