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Codex Phase 3 Prompt — Detection + QA/QC Skeleton
Read first:
docs/DETECTION_PIPELINE_SPEC.mddocs/QA_QC_SPECIFICATION.mddocs/AI_PIPELINES.mddocs/DATABASE_SCHEMA.md
Mission
Build the detection pipeline contracts and QA/QC engine foundation.
Required features
- Detection analysis run model/API.
- Detection storage model/API.
- Model registry skeleton.
- Tile metadata structures.
- Pixel bbox to geospatial polygon utility.
- IoU calculation utility.
- One-to-one polygon matching utility.
- Precision/recall/F1 calculation.
- GeoJSON export for detections and QA outputs.
Rules
- Do not fake YOLO inference if no model is available.
- It is acceptable to implement the model adapter interface and readiness checks first.
- QA/QC utilities must be testable with fixture polygons.