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geointel/prompts/codex/PASS_04_DETECTION_QA_SKELETON.md
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# Codex Pass 04 — Detection and QA Skeleton
Goal: prepare object detection and QA/QC without requiring heavy model artifacts yet.
Implement:
- model registry schema/service
- detection run API contract
- detection result storage model
- GeoJSON export of detection results
- QA/QC service with IoU, precision, recall, F1 calculations using polygon fixtures
Acceptance:
- QA calculations are tested with simple polygons.
- Detection outputs can be stored and exported.
- Heavy model execution is behind a service interface.