Parallel Crews, tools, flows, multiple start decorators etc.

Mar 4 • CrewAI

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.

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