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Return to the scheduleReview + quality
Protect trust.
Approve what belongs, suppress noise, resolve community corrections, and keep the public calendar clean.
Public visibility gate
Listings needing review
Lower-confidence discoveries stay off the public calendar until you approve them. Denials remain suppressed. Add a note so future extraction and classification rules can learn from the decision.
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Learning loop
Review patterns to automate next
Every approve/deny decision creates a structured learning signal. Repeated patterns here are the best candidates for hardening auto-approve, review, or reject rules.
| Source / category | Signal | Decision | Suggested automation change | Last seen |
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Accuracy loop
Weekly quality snapshots
| Measured | 30-day events | High confidence | Missing images | Productive sources | Open reports |
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Community corrections
Event reports
| Event | Issue | Details | Received | Status |
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