Operating Principle

2–4 min read

AI Shifts Cost From Creation Toward Verification

AI Shifts Cost From Creation Toward Verification

AI Shifts Cost From Creation Toward Verification

AI shifts knowledge-work cost from creating output to verifying it.

AI shifts knowledge-work cost from creating output to verifying it.

AI shifts knowledge-work cost from creating output to verifying it.

Cheap drafts reallocate expense toward checking safety and quality.

Cheap drafts reallocate expense toward checking safety and quality.

Cheap drafts reallocate expense toward checking safety and quality.

Cheap drafts reallocate expense toward checking safety and quality.

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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

Cheap drafts reallocate expense toward checking safety and quality.

Supporting Evidence

Economic analysis of AI and knowledge-work cost structure.

Research Notes

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

Practical Actions

Reassess costs; train verification; measure verified throughput.

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