Operating Principle

2–4 min read

AI Automates Cognition, Not Judgment

AI Automates Cognition, Not Judgment

AI Automates Cognition, Not Judgment

AI generates options but humans still must judge what is right in context.

AI generates options but humans still must judge what is right in context.

AI generates options but humans still must judge what is right in context.

Generated output is not accountable, context-sensitive decision-making.

Generated output is not accountable, context-sensitive decision-making.

Generated output is not accountable, context-sensitive decision-making.

Generated output is not accountable, context-sensitive decision-making.

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Operating Question

What task, workflow, or oversight condition determines whether AI is useful here?

What task, workflow, or oversight condition determines whether AI is useful here?

What task, workflow, or oversight condition determines whether AI is useful here?

Why It Matters

Generated output is not accountable, context-sensitive decision-making.

Supporting Evidence

Human-AI collaboration and decision-authority research.

Research Notes

Re-test assumptions as models, stakes, workflows, and oversight arrangements change.

Practical Actions

Treat output as draft; add human judgment; assign final accountability.

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