human-in-the-loop

A human approval workflow pauses automation to request human input before critical actions. The agent drafts a plan, performs a risk assessment, pauses for human review, and executes or revises based on the feedback received.

Human-in-the-loop automation involves humans in critical decisions to prevent errors in high-stakes domains. You need it for ambiguity resolution, escalation workflows, and any scenario where human oversight is essential before executing actions.

Escalation workflows trigger when complex intents require disambiguation. The automation routes the draft action to human operators for clarification before proceeding, ensuring ambiguous requests are resolved safely.

Yes, you can create an audit trail by logging all human reviews and decisions. This provides traceability for compliance and captures feedback data for ongoing model improvement and learning.

Implementing reinforcement learning from human feedback uses an approval workflow where humans review, edit, or approve drafted actions. The logged decisions create an audit trail that serves as training data to improve model performance.

Avoid human-in-the-loop automation for routine, low-risk tasks where pausing for human oversight would create unnecessary bottlenecks. Reserve this approach for high-stakes scenarios where errors carry significant consequences.