Move from passive monitor to active verifier

The monitoring setup changes from passive watching to active verification. Before: the human watches for alerts while other work competes for attention. After: the human reviews selected evidence and keeps intervention authority ready. Monitoring became work. The supervisor checks cases, not just screen color. Sampling targets risk. Random cases catch drift; edge cases catch brittle rules; high-impact cases protect people. Intervention is near the evidence. Override and pause controls sit where the human discovers the problem. Active verification keeps attention calibrated. active monitoring Turned passive watching into evidence-based supervision. Give the human something meaningful to check.

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