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Staged integrity fixed-policy audit

Reference truth is used only for offline labels. Runtime policy inputs are POS status and RTK telemetry.

Run Selected Wrong caught Correct harmed >5 m caught >10 m caught Wrong after
urban_odaiba_trimble 0 0 0 0 0 0
urban_shinjuku_trimble 22 22 0 0 0 27

Total: selected 22, caught 22 wrong FIX, harmed 0 correct FIX; wrong FIX 49 -> 27.

The frozen runtime policy produced no false demotions on these explicit holdout runs.