Operating Principle

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Evaluation Is the Bottleneck, Not Generation

Evaluation Is the Bottleneck, Not Generation

Evaluation Is the Bottleneck, Not Generation

Generating AI output is cheap; judging whether it is good is hard.

Generating AI output is cheap; judging whether it is good is hard.

Generating AI output is cheap; judging whether it is good is hard.

Quality control becomes the constraint as generation volume rises.

Quality control becomes the constraint as generation volume rises.

Quality control becomes the constraint as generation volume rises.

Quality control becomes the constraint as generation volume rises.

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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

Quality control becomes the constraint as generation volume rises.

Supporting Evidence

Applied-AI research on evaluation bottlenecks.

Research Notes

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

Practical Actions

Build evaluation capacity; measure reviewed output; invest in criteria.

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