Add detection calibration evidence export
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## Sprint 125 Detection calibration evidence bundle (2026-07-07)
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Changed:
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- Added `scripts/export_detection_calibration_evidence.sh` to turn a persisted detection calibration summary into visual QA evidence artifacts.
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- The script reads `calibration_summary.json`, fetches the existing project quality-check evidence GeoJSON endpoint for each `quality_check_id`, enriches features with threshold/score/provenance and writes:
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- `calibration_evidence.geojson`
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- `calibration_evidence_summary.json`
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- `calibration_evidence_review.html`
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- The HTML review artifact renders a simple SVG overview with distinct roles for `match_candidate`, `match_reference`, `false_positive` and `false_negative`.
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- Registered the script in `scripts/run_readiness_check.sh` as a syntax check.
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- Added regression coverage in `backend/tests/test_sprint125_detection_calibration_evidence_bundle.py`.
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- Updated `scripts/README.md`, `backend/README.md`, `docs/AI_PIPELINES.md`, `docs/TODO.md` and `CHANGELOG.md`.
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Validation:
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- RED: `python -m pytest backend/tests/test_sprint125_detection_calibration_evidence_bundle.py -q` failed because `scripts/export_detection_calibration_evidence.sh` did not exist.
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- `python -m pytest backend/tests/test_sprint125_detection_calibration_evidence_bundle.py -q` passed.
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- `bash -n scripts/export_detection_calibration_evidence.sh` passed.
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- `bash scripts/export_detection_calibration_evidence.sh --help` passed.
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- Missing-input guard printed usage and did not fetch evidence.
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Open:
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- Pull the script to Tower and export evidence for the latest Geel calibration summary.
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Limitations:
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- This is operator tooling only. It does not rerun inference, change API behavior, add UI behavior, fetch providers, seed demo data or download models.
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- The SVG review is a lightweight geometry overview, not a replacement for full MapLibre evidence review in the workbench.
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Next recommended pass:
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- Run the evidence export on Tower, inspect the role distribution and use the artifacts to decide whether the current model is worth further threshold tuning or should be replaced.
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## Sprint 124 Detection calibration sweep tooling (2026-07-07)
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Changed:
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