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Opt-in filter on the classifier verdict for hunter-sourced defects; the default keeps everything. Each combined record notes the kept verdicts and the counts. Live check on the pilot: (a)+(b) filtered to 'vulnerable' gives recall 5/12 and 54.4 false alarms per 100 ordinary pushes, matching the scratch numbers. Co-Authored-By: Claude Fable 5.1 <[email protected]>