Why it matters

HITL patterns shape design. Understanding shapes practice.

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The architecture

Pre-delivery: block until reviewed.

Async post-delivery: review sample.

Full sample review for training.

HITL review patternsPre-delivery reviewblock + approveAsync samplepost-deliveryFull sampletraining dataPre-delivery for high-risk; async for typical; full sample for training
HITL review.
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How it works end to end

Pre-delivery: high-risk only.

Async: typical.

Full sample: training + calibration.