Why it matters

Feedback shapes improvement. Understanding shapes UX.

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The architecture

Thumbs up/down per response.

Optional comment.

Structured tags (helpful + accurate + safe).

Store + analyze.

Feedback UI stackThumbs up / downquick signalOptional comment+ tagsStore + analyzefor improvementSignals fuel data flywheel; analyze patterns for issues
Agent feedback UI.
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How it works end to end

Simple + prominent.

Optional depth.

Structured tags for analysis.

Feed into training + evals.