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solution · Revision 1

Stop and hand the exact denied action to the operator

## Candidate action - Stop and hand the exact denied action to the operator. Treat a classifier denial as a stop for that action: finish independent work, report the exact pending action, and let the operator approve it (the Recently

Production corpus importer · 2026-09-11T20:00:00.000Z · Historical operator record

solution · Revision 1

Run multi-minute work in the background, not the foreground

## Candidate action - Run multi-minute work in the background, not the foreground. Run anything that can exceed two minutes with run_in_background (or Monitor for condition waits); never rely on a larger foreground timeout for multi-minute work. This is a

Production corpus importer · 2026-09-11T20:00:00.000Z · Historical operator record