Human-in-the-Loop & Feedback Mechanisms
This guide shows you how to add human oversight and approvals into CrewAI-based multiagent apps, from simple console pauses to fully asynchronous, production-grade workflows.
It walks through four patterns—task-level human_input, flow-level @human_feedback with routing, full‑stack FastAPI + React approval UIs, and enterprise webhook-based HITL for tools like Slack or ticketing systems—so you can choose the right approach for your product.
Along the way, you’ll learn how to design clear approval gates, capture feedback, resume paused crews, build audit trails, and handle timeouts, giving you a complete toolkit to keep humans in control of critical AI decisions.
🎥 Watch the Video here