Preserve calibration portfolio model provenance
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# Changelog
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## Sprint 141 Expanded positive-AOI matrix and portfolio metadata hardening (2026-07-08)
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- Ran a fresh Tower quality matrix for Balen, Herentals and Westerlo using `geointel-building-yolov8n-expanded160e50-pt` and `geointel-building-yolov8n-hardneg160r8e40-pt`.
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- Assembled an expanded 7-AOI positive evidence portfolio across Geel, Mol, Turnhout, Retie, Balen, Herentals and Westerlo.
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- Hardened calibration evidence exports so model asset id, model request, tile size and tile overlap survive into evidence bundle summaries and GeoJSON properties.
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- Result: expanded160e50 is stronger on positive AOIs, with Westerlo reaching F1 `0.3659305993690852`, but hard-negative matrices still show false-positive pressure tradeoffs that prevent blind default promotion.
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- No backend API, migration, frontend runtime, model weight, provider fetching or Docker runtime change was introduced.
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## Sprint 140 Live multi-AOI calibration portfolio run (2026-07-08)
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- Ran the new multi-AOI calibration evidence portfolio assembler on Tower against existing persisted quality-matrix summaries for Geel, Mol and Turnhout.
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