Li Jiang

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> @thinkall Will the upcoming RAG update still require using `message_generator` in groupchat scenarios? It's my understanding that currently, the RAG agent has to initiate chat and `message_generator` has to...

> @thinkall any flow diagram regarding the rag? Hi @jamesliu , there's one diagram [here](https://microsoft.github.io/autogen/blog/2023/10/18/RetrieveChat/), you can find the workflow details in the Introduction section.

> Are RAG applications limited to document processing, or do they extend to code-related tasks as well? For instance: > > * Existing code on which we need to run...

> Do we also have a task on the roadmap for using custom embeddings? This is a very vital and important requirement for successful RAG. Another would be to use...

> @thinkall Is it possible for you to provide an example of a 3rd party code chunk method? I'm very interested in extending the knowledge of an agent to my...

> Any plan to integrate with GraphRAG ?? We're working on it. cc @randombet , @2152505

@sharsha315 , could you please fix the formatting error? Thanks.

> > @sharsha315 , could you please fix the formatting error? Thanks. > > Hi @thinkall, when i check for the precommit run locally, its showing all passed. ![preCommitError](https://private-user-images.githubusercontent.com/47005994/318054326-4c30c9ac-1853-4df1-9d38-4e5e0c3fbbdd.PNG?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.d6ZfklJ0J2lqAestGGYPC8UWgbgZ2ZGyMWzfubpL4Sg) >...

Use #1657 for the solo roadmap for RAG.

Hi @shaleenrajkaur , does it happen at the first time creating the vector db collection or happen at every single chat? It could take a few minutes to chunk and...