Practical Guide 004 · Free educational resource
The Human-in-the-Loop Playbook
A leadership-oriented guide for defining where AI may be useful, where human review must be meaningful, and what decisions should remain human.
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Practical Guide 004
UNAUTOMATED
Free educational resource
The Human-in-the-Loop Playbook
Human judgment in the age of artificial intelligence
Who it is for
A practical resource for people keeping responsibility human.
Executives, managers, team leads, and organizations deciding how to deploy AI responsibly.
Inside the guide
- A framework for separating assistance from delegation.
- Questions for identifying work that requires meaningful human review.
- Guidance for protecting decisions that should not be handed to AI.
- A practical discussion aid for leadership and governance conversations.
Use with care
This educational resource offers practical prompts and frameworks, not legal, professional, compliance, or risk-management advice. Use independent judgment and seek qualified guidance for decisions that affect people, rights, safety, privacy, or obligations.