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+# Codex Pass 11 — QA/QC Foundation
+
+## Goal
+
+Implement foundational geometry comparison utilities.
+
+## Must implement
+
+- IoU utility for polygons;
+- overlap-based matching strategy;
+- precision/recall/F1 calculation for matched objects;
+- tests for perfect match, partial match, no match, invalid geometry;
+- docs update if thresholds are chosen.
+
+## Must not implement
+
+- live GRB integration unless already implemented safely;
+- unclear thresholds without documentation.
+
+## Output
+
+Use `docs/M6_FINAL_HANDOFF_TEMPLATE.md`.