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Agent Frameworks Integration

How do I handle long pauses for CrewAI agents during human-in-the-loop workflows?

Catalyst holds the pause in durable workflow state rather than in the running process, so a CrewAI human review step can outlive a restart or a deploy. The workflow position, the inputs already gathered and the pending approval are recorded when the pause begins, and execution continues from that point once a decision arrives. The pause has to be expressed through CrewAI's own callback boundary; a blocking wait inside a task is not recoverable.

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