crewAI
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crewAIInc
Possible to add RAG and small GUI?
Nice, okay I hear you, I'll look into a specific simple RAG default tool maybe and add more ollama examples
Thanks, @joaomdmoura , I noticed you implemented RAG in the financial analyst example.
https://youtu.be/e0Uj4yWdaAg
@joaomdmoura Thank you for working on adding RAG, this will be huge. The ability for CrewAI to read through a whole folder of documents, pdfs (potentially spreadsheets, ebooks, datasets) as its research source, in place of DuckDuckGoSearch using the internet for research. This would allow people to point the agent towards larger bodies of documents, knowledge, pdfs and ebooks, to help agents tap into local sources for research and responses. This could be incredibly powerful :)
Support for API Embedding to VectorDBs (ChromaDB or Pinecone) using Gemini/ChatGPT API and Local Embedding (Like Instructor-XL) would be great. Although API is likely the preferred option for ease of scalability and speed.
+1
I would really, really like to be able to a) give agents bodies of specific knowledge via RAG
And b) also give them examples of their expected output as docs they can reference.
Maybe (b) can be achieved in prompt, but this would be clunky I feel. Or (b) maybe if we're using ChatGPT4.x, we can feed it a document and hope it understands the format enough to mimic on output.
But definitely (a) giving them specific knowledge would be the next logical step to empowering the agents to do different jobs?
Excellent news! Very excited.
I think this would really supercharge crewAI and give it the best of both worlds that Autogen (agents) and taskweaver (code-first) have. One of the main things I would love to try is mixing general knowledge with coding ability, and with Autogen/Taskweaver I feel you get one or the other - not both!
Would this help with implementing RAG: https://github.com/KillianLucas/aifs
AI File System can be used as a tool for crewAI that would unlock RAG-pipelines for local search (file or folder search)
Yup UI us coming, we kept on pushing it to build the backbones of the lib but we will also need it ourselves, so expected it sooner than later
https://github.com/joaomdmoura/crewAI/issues/18#issuecomment-1955750679 About RAG ^
Dear @joaomdmoura, sorry to bother you on this. What is the ETA? PS, keep the good work up!
UI is in the works and scheduled to drop in the next 30d :) Rag is now supported over tools :D
João Moura @joaomdmoura http://twitter.com/joaomdmoura
Em ter., 30 de abr. de 2024 às 18:19, Maged Helmy @.***> escreveu:
Dear @joaomdmoura https://github.com/joaomdmoura, sorry to bother you on this. What is the ETA? PS, keep the good work up!
— Reply to this email directly, view it on GitHub https://github.com/joaomdmoura/crewAI/issues/18#issuecomment-2087360532, or unsubscribe https://github.com/notifications/unsubscribe-auth/AAFC3N6JZQS4MDOVERYFNS3ZAADGXAVCNFSM6AAAAABBE2PH6CVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDAOBXGM3DANJTGI . You are receiving this because you were mentioned.Message ID: @.***>
A lot of people have been drawn to autogen because it's much more comfortable to work with a GUI , rather than code. I see a lot of abandoned attempts and "coming soon", but based on this thread alone it does not seem like it is a priority, please help us understand where it fits into the roadmap. Thank you!
UI is in the works and scheduled to drop in the next 30d :) Rag is now supported over tools :D -- João Moura @joaomdmoura http://twitter.com/joaomdmoura Em ter., 30 de abr. de 2024 às 18:19, Maged Helmy @.> escreveu: … Dear @joaomdmoura https://github.com/joaomdmoura, sorry to bother you on this. What is the ETA? PS, keep the good work up! — Reply to this email directly, view it on GitHub <#18 (comment)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AAFC3N6JZQS4MDOVERYFNS3ZAADGXAVCNFSM6AAAAABBE2PH6CVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDAOBXGM3DANJTGI . You are receiving this because you were mentioned.Message ID: @.>
Any update on the UI? Can't wait to get hands-on
