Add persistent false negative evidence audit
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# Changelog
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## Sprint 170 Persistent false-negative evidence audit (2026-07-12)
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- Added fixed-threshold evidence portfolio input generation so model comparisons use exactly one matching model/tile/threshold run per AOI.
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- Added GIS-aware false-negative audit tooling with WGS84 geodetic areas, building-size buckets and persistent miss detection across multiple persisted QA portfolios.
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- Missing, invalid or non-polygon evidence geometry now fails the operator audit explicitly.
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- Added readiness compilation and focused regression coverage.
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- No API contract, migration, model activation, provider fetching, fake QA output or model download behavior changed.
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## Sprint 169 Filtered YOLO candidate gate and operator hardening (2026-07-12)
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- Trained and fully gated inactive `geointel-building-yolov8s-aoi1024cleanpx12vis035lowvar512e50-pt` against seven positive AOIs and split pure-empty/sparse-context backgrounds.
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