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Human-in-the-Loop Decision Authority

Chapter: Chapter 7 — Red Teaming with AI & Humans in the Loop Command: /redteam review

The decider remains accountable. AI informs and challenges; it does not approve, commit, or replace stakeholder judgment.

Setting expectations for AI-assisted reviews; avoiding “the model said no.”

Deliver findings and alternatives. Human retains GO/NO-GO. Record dissent and confidence. AI never owns the outcome.

Handbook v10 entry. RedTeam updates and extends the v9 lineage — not a verbatim reproduction.

Part of The Red Team Handbook, Version 10, maintained by Curate Labs — successor to the defunct UFMCS v9.0 work. See SOURCE.md and NOTICE.md.