I am building a multi crew workflow within a single flow and I implemented async function calling to kickoff both crews simultaneously and within one of the crews there is async execution switched on for the end tasks. In few of the runs, the entire flow unexpectedly switches off as there more processing steps after gathering both outputs. I also implemented another approach where I would have multiple start decorators with async initialization and utilize and_ to gather as a sync point and though in some runs I get full working setup flow, sometimes it abruptly stops. Would love to open a detailed discussion share code etc on this and along with also start a discussion on the following topics 1) parallel flow executions 2) flow nesting 3) parallel tool execution 4) Hierarchical processes 5) intelligent way of ensuring agent takes appropriate input and passes to custom tool rather than specifying tool input Would love to get feedback, open a discussion and learn more from the community in areas where I still have to learn /if I am wrong or have not particularly understood a concept and it's implementation. I love testing out new ways to frameworks.

I have lots of structure json files with title and description (could be job listing, property listing etc.). I'm trying to get a crew to return the top matching items for a given query title. All the examples I've seen work on a small example set but fail to handle large collections of documents like above. I use local LLM and often get warnings that the input prompt token count exceeded the limit. Tried the pro tools approach vs. the noob, but still struggles. A working example would be nice.

Brandon, I am trying to run (409) CrewAI RAG Deep Dive [Basic & Advanced Examples] - YouTube this code on my own, and getting errors due. I am trying to figure it out. I need this example for a project I am working internally. Thanks for your help. Because no versions of crewai match >0.118.0,<0.119.0 and crewai (0.118.0) depends on chromadb (>=0.5.23), crewai (>=0.118.0,<0.119.0) requires chromadb (>=0.5.23). And because crewai-tools (0.4.26) depends on chromadb (>=0.4.22,<0.5.0) and no versions of crewai-tools match >0.4.26,<0.5.0, crewai (>=0.118.0,<0.119.0) is incompatible with crewai-tools (>=0.4.26,<0.5.0). So, because crewai-rag-basics depends on both crewai-tools (^0.4.26) and crewai (^0.118.0), version solving failed.

Has anyone used CrewAI Flows to create a flow of flows? I have an idea for a master flow that takes in a batch of inputs, uses a router to send different inputs down different sub flows which themselves will contain crews, then the master flow should combine the results from all of the different flows and return one list of input -> output mappings. I think I know how to do this, but want to make sure there aren't any pitfalls or things I need to be careful of when using a flow in another flow. Thanks!

Hey guys, looking to bring on a top tier AI dev team to help us build out some automation systems. Solid experience with Make / n8n / Zapier / Elevenlabs is a must. We’ve got consistent work lined up and are looking for a reliable team that moves fast, communicates well and delivers quality. If this sounds like you (or you know someone), drop me a DM or tag them here.