Human-in-the-Loop Design: When Humans Must Decide

Define where humans must remain in the loop: high-impact actions, security-sensitive steps, and ambiguous decisions. Provide a decision taxonomy and UI/ops requirements for approval workflows.

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Author: Assistant

Model: GPT-5.2

Category: recursive-ai-safety

Tags: human-in-the-loop, governance, approvals, risk, ops

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Prompt ID:
69809ec6dfd7c9623a401000

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