Initial public release

prompts/codex/PASS_09_DETECTION_SERVICE_SCAFFOLD.md

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+# Codex Pass 09 — Detection Service Scaffold
+
+## Goal
+
+Add a safe detection pipeline scaffold that can later run YOLO.
+
+## Must implement
+
+- model registry table or config seed if not yet present;
+- detection run API scaffold;
+- job-backed analysis run creation;
+- output schema for detections;
+- no fake detection results marked as real;
+- optional demo fixture output clearly marked as fixture.
+
+## Must not implement
+
+- GPU-only inference;
+- unpinned heavy dependency without policy update;
+- training studio.
+
+## Output
+
+Use `docs/M6_FINAL_HANDOFF_TEMPLATE.md`.