Document live multi-AOI calibration portfolio
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# Changelog
## Sprint 140 Live multi-AOI calibration portfolio run (2026-07-08)
- Ran the new multi-AOI calibration evidence portfolio assembler on Tower against existing persisted quality-matrix summaries for Geel, Mol and Turnhout.
- Produced a real operator handoff under `/mnt/user/appdata/geointel/artifacts/detection-calibration-portfolio/live-20260708/output/` with portfolio JSON, Markdown and per-AOI evidence GeoJSON/HTML review artifacts.
- Portfolio evidence contains 5,509 persisted QA evidence features across 3 AOIs: 5,239 false negatives, 164 false positives, 53 matched detections and 53 matched references.
- Result: the evidence pipeline works, but the evaluated model/threshold set should not be promoted because recall remains very low across the AOIs.
- No app rebuild, API change, migration, inference rerun, model training, model download, provider fetch or frontend runtime change was introduced.
## Sprint 139 Multi-AOI calibration evidence portfolio (2026-07-08)
- Added `scripts/assemble_detection_calibration_evidence_portfolio.sh` to package multiple AOI calibration summaries and their persisted QA evidence bundles into one model-review portfolio.