Human Intelligence in the Age of AI

Human–AI Collaboration: A Framework for Judgment

Delegate drafts and repetitive transformations; retain ownership of purpose, evidence and consequences.

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Specify the job

Give a clear objective, audience, constraints and success criteria. Ambiguous requests invite plausible but misaligned outputs.

Separate proposal from proof

Treat AI-generated claims as candidates for verification, not as sources. Confirm quotations, references and technical behavior.

Keep a review loop

Draft, inspect, test, revise. The human role includes rejecting output that is polished but wrong.

Editorial note: This is an independently authored perspective and educational overview, not a claim of original empirical findings. AI tools may assist drafting and editing; factual responsibility remains with the author.