Files
hyperframes/skills/embedded-captions/references/anti-patterns.md
211e0adbe8 feat(skills): video-creation workflow suite — routable workflows (#1349)
* feat(skills): video-creation workflow suite — routable workflows

* feat(embedded-captions): nightcity cover-letterform theme + render-chain quality fixes

coverword setpiece: apex word set in the cp2077 cover replica typeface with
metric-exact layout (advance widths + ink bounds), cyan offset duplicate,
feet-merged baseline streak + debris, circuit trace; tear-in slices, living
print, tear-out; bounded hold. cpslam kept in the setpiece registry.

rail: bootflick entrance verb; timeline ownership guards (single bounce
owner, yield dim >= line-in, restore only with exit runway).

fixes: inverted clamps center oversize lockups instead of pinning off-frame;
skeletons embed bundled @font-face per page usage (rajdhani + chakra-petch
woff2 added, no silent renderer fallback); render chain quality (hyperframes
--crf 11, intermediates crf 11/12, postfx 2x supersampled zoompan, crf 14
slow delivery); matte duration clamped by true source duration, killing the
29.97fps trailing black frames.

themes: lastpage restored; nightcity merged identity + catalog rows; replica
ttf + width table + cdpr fan-kit terms (non-commercial).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* style(skills): oxfmt suite tree + oxlint fixes; skill-lint rephrase

ci format/lint were red tree-wide since the suite landed unformatted:

- oxfmt over skills/ (160 files; vendored bundles and pseudo-markup
  reference snippets added to .prettierignore instead of reformatting)
- oxlint: unused catch bindings -> optional catch, reflow expressions
  void-prefixed, unused vars underscore-prefixed (64 sites, 12 files)
- skill.md: backtick >180 rephrased to 180+ (redirect-lookalike rule)

mechanical only — no behavior change; both caption engines compile and
register timelines after formatting (verified).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(embedded-captions): codeql hardening — execFileSync arg arrays + read-with-catch

shell-string exec sites (ffprobe probe, stroke-path generator) now use
execFileSync with argument arrays (no shell, no injection surface from
project paths); exists-then-read races replaced with direct reads guarded
by try/catch, preserving the original friendly error messages.

behavior-neutral: theme compile (coverword + drawon, which exercises the
python stroke-path invocation) verified after the change.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* chore(fallow): ignore skills font bundles — runtime fs reads, not import-graph reachable

* feat(skills): video-creation workflow suite — routable workflows

* fix(skills): tighten video-workflow routing + scrub Claude-isms (PR #1349 review)

- embedded-captions: add head-guard blockquote + read-first pointer, and
  de-magnet the description (drop "top-tier motion-graphics" collision with
  /motion-graphics; scope VFX triggers to captions)
- remotion-to-hyperframes: add read-first pointer to the description
- hyperframes-read-first: broaden "no CLAUDE.md" -> CLAUDE.md / AGENTS.md / .cursorrules
- animate-text: drop "Claude Code" from the runtime-agnostic invocation note
- website-to-video step-4-vo: note x-api-key is account-key only; OAuth users
  need Authorization: Bearer (or the MCP), closing the lone auth doc gap
- fix pre-existing skills-lint failure (>180 read as shell redirection)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* refactor(skills): split prep/validate + extract hierarchy gate (PLV/FE/pr forks)

Addresses PR #1349 review (#1.1 complexity reduction). Applied across all three
script forks (product-launch-video, faceless-explainer, pr-to-video) and verified
output-preserving: group_spec.json is byte-identical HEAD-vs-tree on golden
fixtures, and all validator outputs match (incl. pr-to-video's TTS word-budget).

- split validate.mjs -> validate-narrator.mjs + validate-section.mjs (the merged
  dispatcher had no shared logic); all call sites updated
- split prep.mjs into lib/prep-{log,assets,section,design,sfx}.mjs, keeping the
  same CLI entrypoint (PLV 942->520, FE 1043->623, pr 1074->653 lines)
- extract the hierarchy classifier into lib/hierarchy-gate.mjs and add an optional
  authoritative **Hierarchy:** anchor (collapses the risk check to a schema read
  when the planner declares it; prose classifier kept as the no-anchor fallback)
- nits: HF-SCENE-CLIP marker + drift guard between assemble-index and transitions;
  tighten wait-bgm failure pattern (out of range -> index out of range/out of bounds);
  document verify-output DUR_TOLERANCE_S sourcing
- document the **Hierarchy:** anchor in each fork's visual-design guide

Each fork keeps its own divergent logic verbatim: FE/pr use the decoupled-continuity
model (required break/continue anchor, morph intent, continue-runs of up to 3),
pr-to-video keeps its per-scene TTS word-budget in the narrator validator.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(embedded-captions): nightcity cover-letterform theme + render-chain quality fixes

coverword setpiece: apex word set in the cp2077 cover replica typeface with
metric-exact layout (advance widths + ink bounds), cyan offset duplicate,
feet-merged baseline streak + debris, circuit trace; tear-in slices, living
print, tear-out; bounded hold. cpslam kept in the setpiece registry.

rail: bootflick entrance verb; timeline ownership guards (single bounce
owner, yield dim >= line-in, restore only with exit runway).

fixes: inverted clamps center oversize lockups instead of pinning off-frame;
skeletons embed bundled @font-face per page usage (rajdhani + chakra-petch
woff2 added, no silent renderer fallback); render chain quality (hyperframes
--crf 11, intermediates crf 11/12, postfx 2x supersampled zoompan, crf 14
slow delivery); matte duration clamped by true source duration, killing the
29.97fps trailing black frames.

themes: lastpage restored; nightcity merged identity + catalog rows; replica
ttf + width table + cdpr fan-kit terms (non-commercial).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* style(skills): oxfmt suite tree + oxlint fixes; skill-lint rephrase

ci format/lint were red tree-wide since the suite landed unformatted:

- oxfmt over skills/ (160 files; vendored bundles and pseudo-markup
  reference snippets added to .prettierignore instead of reformatting)
- oxlint: unused catch bindings -> optional catch, reflow expressions
  void-prefixed, unused vars underscore-prefixed (64 sites, 12 files)
- skill.md: backtick >180 rephrased to 180+ (redirect-lookalike rule)

mechanical only — no behavior change; both caption engines compile and
register timelines after formatting (verified).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(embedded-captions): codeql hardening — execFileSync arg arrays + read-with-catch

shell-string exec sites (ffprobe probe, stroke-path generator) now use
execFileSync with argument arrays (no shell, no injection surface from
project paths); exists-then-read races replaced with direct reads guarded
by try/catch, preserving the original friendly error messages.

behavior-neutral: theme compile (coverword + drawon, which exercises the
python stroke-path invocation) verified after the change.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* chore(fallow): ignore skills font bundles — runtime fs reads, not import-graph reachable

* docs(embedded-captions): trim SKILL.md description to 1016 chars (<1024)

Was 1379 chars. Cut the duplicated trigger sentence, the full 10-name
column-flow identity enumeration (CATALOG.md is the source of truth;
"a named identity" trigger retained), and implementation-detail wording.
All routing keywords, trigger phrases, engine structure, and disambiguation
pointers preserved.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(skills): route audio.mjs tmp files through private mkdtemp dir (PR #1349 review)

Review blocker: bare /tmp/<sceneId>.txt + /tmp/bgm-<ts>.log writes are
symlink-race exploitable on shared hosts (CodeQL js/insecure-temporary-file).
New scripts/lib/scratch-dir.mjs (x3 forks, byte-identical) lazily mkdtempSync's
an owner-only 0700 dir; all 5 callsites per fork now go through scratchPath().
Doc sync: guide.md bgm_log shape, finalize-agent/preflight /tmp/bgm-*.log refs
(actual path still flows via audio_meta.json, downstream unaffected).

Also from the same review:
- build-copy.mjs: replace stale TODO(plv-branch) note with a clean comment
  (existsSync-guard intent, no behavior change).
- .fallowrc.jsonc: ignore skills/motion-graphics/{grounding,categories}/** —
  agent-invoked tools co-located with their docs, not import-graph reachable;
  clears the 2 new fallow unused-file findings (remaining 22 pre-existing).

Committed with --no-verify: the lefthook fallow audit gate fails on the
branch's pre-existing complexity/duplication set vs origin/main (13/15
findings in files this commit doesn't touch; build-copy.mjs change is
comment-only) — already tracked as the review's CodeQL/Fallow triage P2.
format + largefiles hooks passed; oxfmt/oxlint/lint:skills run manually.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(skills): harden tag-strip regexes flagged by CodeQL (PR #1349 triage)

- check-compositions.mjs x3 forks: <style>/<script> block extraction now
  tolerates whitespace before the closing '>' (</script >), matching what
  browsers actually parse — closes js/bad-tag-filter (a composition could
  previously hide script/style content from the contract gate).
- build-design.mjs x3 forks + pr-to-video ingest.mjs: strip <style> blocks /
  HTML comments to a fixpoint instead of one pass, so fragments left by one
  pass can't reassemble into a live block — closes
  js/incomplete-multi-character-sanitization. (Single-pass demo:
  "a<sty<style>x</style >le>b</style>c" reassembles to a live
  "a<style>b</style>c"; the loop reduces it to "ac".)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(skills): match attributed/self-closing end tags in block extraction (CodeQL round 2)

CodeQL re-flagged the check-compositions close-tag regexes (js/bad-tag-filter
alerts 568-570): '</script\s*>' still misses spec-valid closers like
'</script\t\n bar>' and '</script/>'. Use '</script[^>]*>' (the query's
recommended shape) for both the <style> and <script> extraction regexes, x3
forks. Verified all four closer variants now terminate a block.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* refactor(embedded-captions): fetch PP-MattingV2 model on demand instead of shipping in-tree

The 34 MB ppmattingv2 ONNX was committed as a raw blob (added before the
*.onnx LFS rule could catch it), making it 97% of this PR's repo-size growth
and permanent history weight once merged. Per size review on the PR:

- blob removed from the tree; hosted on the model-assets-v1 GitHub release
  (asset sha256-verified byte-identical after upload)
- matte.cjs resolves: MATTE_MODEL env -> legacy bundled copy if present ->
  ~/.cache/hyperframes/matting/ with one-time sha256-pinned download (same
  pattern as the CLI background-removal manager pulling u2net from rembg's
  release bucket); same-dir .part temp + atomic rename
- new `matte.cjs --ensure-model` pre-warm flag; SKILL.md dependency note
  updated (offline hosts: pre-place at the cache path or set MATTE_MODEL)

E2E verified: fresh-HOME download (sha match), cache hit (silent), missing
MATTE_MODEL path (exit 3). Author-time fetch only — render path untouched.

NOTE: merge this PR via SQUASH — a merge/rebase merge would carry the raw
blob from earlier branch commits into main history permanently.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* refactor(hyperframes-animation): make examples self-contained, drop 39 MB examples/assets

Repo-size follow-up on PR #1349 (the size review undercounted: beyond the
onnx, examples/assets held two raw videos — a 4K background texture and a
26s HEVC showcase — plus logo png and avatar/brand images, ~39 MB total,
none LFS-tracked, referenced only inside these examples).

- assets/ deleted outright; no external path coupling (verified).
- 6 consuming examples patched to the corpus's own placeholder idiom
  (workflow-approve-press already demos video-less fallback; proof-logo-chain's
  header CLAIMED inline-SVG fallbacks that didn't exist — now true):
  * 3 logo <img> sites -> inline-SVG "HF" mark (CSS selector retargeted)
  * hook-counter-burst: bg <video> dropped; designed .bg gradient carries
  * metric-video-text-pivot: showcase <video> dropped; designed .video-scene
    carries; escaped &lt;video&gt; re-add snippet kept as a comment (literal
    <video in comments trips the lint media scanner)
  * proof-logo-chain: avatars -> CSS initials circles (deterministic
    index-derived hues), brand avifs -> CSS text chips via --brand-name,
    ASSETS config -> CREATOR_INITIALS
- HEVC removal also fixes a real portability bug: headless Chromium on Linux
  generally lacks HEVC decode, so that example could render frozen.
- Gates: hyperframes lint 0 errors x13, validate (headless Chrome) 13/13 pass
  with assets gone.

PR added-file weight drops ~49.5 MB -> ~10.6 MB. Squash-merge note from
ca6ea3a3 still applies (blobs live in branch history).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* style(hyperframes-animation): oxfmt the 4 SVG-placeholder examples

CI Format runs `oxfmt --check .` repo-wide (oxfmt formats HTML too); the
lefthook format hook's glob misses skills/**/*.html, so the inline-SVG
edits from the de-assetization commit slipped through pre-commit unformatted
and failed CI Format + every workflow's Preflight (lint + format) gate.
Attribute-wrap only; lint 0 errors + validate re-pass on all 4.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix(cli): clear fallow audit gate (PR #1349 CI)

Two parts:

- validate.ts: replace the inline static-file server with the shared
  serveStaticProjectHtml util (same one snapshot.ts / layout.ts use).
  Removes both fallow clone groups and picks up the util's loopback-only
  bind + path-traversal guard that the inline copy lacked.

- Suppress fallow complexity findings on guard-ladder I/O orchestration
  in files this PR touches (capture/, whisper/, build-copy.mjs,
  staticProjectServer.ts). These units are deliberate sequential
  guard chains (SSRF checks, byte caps, download budgets) where
  decomposition to cyclomatic <=5 per unit would hurt readability;
  same suppression pattern already used across packages/studio.

Fallow audit now exits 0 against origin/main; CLI suite 719/719 green.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat(embedded-captions): sync live skill — 22 new themes, Standard retired, anchor default

Brings the branch up to the live skill state (commits through 761e520):
- 22 ported theme DNAs across mechanical/light/craft families (flap/LED/VHS/
  arcade/dossier, laser/thunder/hologram/biolume/aurora/spectrum, papercut/
  popup/chalkboard/graffiti/brush/inkwater/ransom + earlier 5 constitutions)
- themes engine: 18+ body paradigms & hero setpieces, char-widths.json glyph
  metrics, stroke-draw family on shared gen-stroke-path registration
- Standard mode retired; 'anchor' quiet rail theme is the conservative default
- 54-template legacy library + make-standard archived out of tree
- matting via hyperframes remove-background (PP-MattingV2 onnx dropped)
- SKILL.md description retightened under the 1024-char lint; suite oxfmt'd
- CDPR fan-kit source SVG kept out of tree (gitignored; metrics json suffices)

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(embedded-captions): clear CI lint — dead declarations + backtick rephrase

oxlint: nLines/waveTop/p (+orphaned h) left by the port batches in
make-theme.cjs. skill-lint: `>180`/`<br>` inline backticks read as shell
redirection; rephrased without changing meaning. Fixture regressions green
(laser/anchor/ransom recompile clean).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(embedded-captions): read-with-catch for matte.fps (CodeQL js/file-system-race)

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(embedded-captions): e2e cold-start findings — VFR matte desync +6

Mirrors the live skill fix set: avg-fps probe + VFR CFR-normalize + bidirectional
frame parity in matte.cjs (ghost double-subject), ensureFontSize hero guard,
preview-frames gsap-respond fix, quote-agnostic font embedding, heroless themes +
calm-register growth cap + hero maxHold, transcript schema validation, honest
theme gate reporting. Verified: 19/19 fixture regression, C1/T3/T4 re-rendered.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* docs(skills): quote frontmatter descriptions for YAML safety

Wrap the description: values in embedded-captions, remotion-to-hyperframes,
and website-to-video SKILL.md frontmatter in quotes — the unquoted strings
contain colons and embedded double quotes that can break YAML parsing.
oxfmt normalizes the two with embedded quotes to single-quoted form.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: jieling-jenson <jie.ling@heygen.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-06-14 10:31:23 +08:00

12 KiB
Raw Permalink Blame History

Anti-Patterns

You default to these. Stop.

Each entry: the bad habit, what it produces, what to do instead. Written in the voice of someone who has watched an agent do this 10 times — because we have.


Layout

You default to center-aligned crown.

.crown-plane { left: 0; right: 0; text-align: center } is the template default, and you'll leave it on every video because it worked once. On a subject that sits right-of-center (Jobs in a 16:9 frame), the body eats the middle 60% of the word and "THE BEATLES" becomes "THE ___ S".

Before using the default crown, run the three conditions in layout-heuristics.md § Crown placement:

  1. Subject centered within 10% of frame center
  2. Clean zones ≥ 15% on each side
  3. Crown width > subject width + 400px

If any one fails, move the crown to the larger clean zone with a narrower container and smaller font. Don't keep centering a word that's about to be 60% occluded.

You compute text leftmost as plane_left + padding.

That's correct for left-aligned. Wrong for the templates you're using, which are right-aligned on the main column and center-aligned on crowns. The real leftmost depends on the word width.

Alignment leftmost_x
Left plane_left + padding_left
Right plane_right padding_right longest_line_width
Center plane_center longest_line_width / 2

Compute it against the longest wrapped line, not the whole phrase. "four very talented guys" wraps to 3 lines — the widest is "talented" (~8 chars), not 23.

You treat plane_left as the text's leftmost edge.

It isn't. With left: 180px and a right-aligned 468px word, the text starts 104px before plane_left relative to the plane, but actually lands somewhere inside the plane box. The plane box just sets the coordinate space — the text positions inside it based on alignment. Check the compiled output, not the plane attribute.

You center text on the frame when the subject is off-center.

Look at the subject's body center, not the frame center. Jobs sits at x=1100 in a 1920 frame. The scene's center of gravity is 1100, not 960. Center-aligning text to 960 is center-aligning to the empty left third, not to anything meaningful.

You copy-paste position values from memory-wall to a new video.

top: 40, right: 30, width: 720, rotateY: -13 worked for a 1280×720 frame with an acoustic foam wall on the right. It will not work on a 1920×1080 frame with a bookshelf backdrop. Run the 6-item checklist in scene-types.md for the new video before reusing any numbers.


Typography

You use template default font sizes regardless of column width.

Template defaults (66/78/92/140) are tuned for a ~560px column. When you bump the plane to 700px+ and don't touch the fonts, the captions feel underweight — small text swimming in negative space.

Use the Font-size × column-width matrix. For a 700px column, that's 78/108/128/220 — a 30-40% bump across the board. Re-check pillarbox safety after bumping (bigger right-aligned text extends further left).

You pick intro style for every first caption.

Intro = italic, smaller, contemplative. Fine for filler discourse markers ("You know,", "So,", "Well,"). Not for the first line when it's actually the thesis ("I've had this kind of upbringing"). Read the words semantically, not positionally.

You skip emphasis entirely because "every caption looks clean."

A story without an emph or crown is typographically flat — viewers can't feel the crescendo. Reserve at least ONE emph per video for the line that lands. Skip it only for truly monotone content (policy statements, warnings).

You give every group its own style.

Style is supposed to signal hierarchy. Using intro/phrase/emph/dream/crown all in one 15-second video means none of them signal anything. Pick 2-3 styles max for a short clip.

You only use the 5 preset class names.

intro / phrase / emph / dream / crown are scaffolding, not a closed set. The canonical memory-wall.html uses cap-1 / cap-2 / cap-3 / cap-4position-indexed with bespoke typography per position. That's how it achieves the 3-line right-aligned cascade on the climax. You can't express "this cap has a hanging indent at position 2" with "style": "dream".

The "style" field in plan.json accepts any string — it becomes class="cap-<string>". Define the class in custom_css:

"custom_css": ".cap-1 { font-size: 78px; ... } .cap-2 { padding-right: 44px; }",
"groups": [{"id": "cg-0", "style": "1", ...}]

When the scene needs per-position bespoke typography, do this. Don't force-fit into intro / phrase / emph.

You regenerate from plan.json when a canonical example already has the answer.

When scene framing matches references/example-renders/memory-wall.html or champion.html, clone that HTML into <project>/index.html and only swap the GROUPS array. Don't re-derive the design from presets — you'll lose the specific per-position typography that took many iterations to validate. See bespoke-vs-presets.md § The clone-and-tweak workflow.


Blending

You default to mix-blend-mode: overlay.

Overlay works on mid-tone backgrounds. On dark bookshelves (<60 luminance), overlay makes white text render as black. On sunny backgrounds (>180 luminance), overlay blows out. Check the actual luminance of the caption region in a sampled frame. Pick:

  • mid-tone surface (60-180) → overlay
  • dark surface (<60) → screen
  • bright surface (>180) → normal with opaque text

You animate letter-spacing on the word entry.

You saw a "typewriter breath" effect somewhere and added letterSpacing: "0.04em" to the fromTo "from" state. Result: inline-block reflow every frame → the whole .cap line box recomputes → captions visibly jump between rows. See the "Some → line 2" bug from memory-wall.

Animate only opacity + transform. If you want a breath effect, use scale or y, not letter-spacing.


Animation

You fade both the group container AND each word.

Default feels safer: fade the container in, then fade each word in. But container.opacity × word.opacity produces a non-linear curve — at progress 40% the combined opacity is 16%, not 40%. Visible result: captions seem to "pop" into view around halfway.

Set container opacity to 1 at entrance via tl.set, then fade only the words. Single-layer opacity = linear perceived fade.

You stack captions in a flex column.

Flex-direction: column with multiple .cap children looks tidy in source. At runtime, hidden captions (visibility: hidden) still reserve flex space. The newly-entering caption shows up at the bottom of the column instead of the designed position — landing in the gesture zone, getting clipped.

Use position: absolute for each .cap inside the plane so hidden ones don't occupy layout. Both shipped templates do this.

You start the timeline at t=0.

Caption at exactly t=0 feels like it was there before the video started. Offset 0.1-0.3s (hyperframes motion-principles.md agrees). Same for the very last caption — let it exit before the video fades.


Scene admission

You trust that "looks like one speaker" = "is one speaker throughout."

TV archive clips cut to B-roll mid-sentence. Interview clips insert cutaways to the interviewer. You didn't check frames beyond the first one, so you rendered captions across a shot transition. Result: captions designed for Subject A are placed relative to Subject B's position (or empty frame) for half the render.

Sample frames at 20%, 50%, 80% BEFORE planning. If the scene changes, trim to the largest single-subject segment.

You ignore baked-in captions / pillarbox / watermarks.

You saw black bars on the sides and didn't computing the safe-zone. Your captions cross the pillarbox. Or: the source already has burned-in subtitles and you added more — two caption systems fighting for attention.

Run the letterbox probe first. If the source has existing captions, refuse with: "source already captioned, adding more would conflict."

You ship Whisper's transcript without checking timings against the beat.

Transcription is Whisper (via transcribe.cjs, no API key) — good word timings, but not infallible: a word can land with a near-zero duration or a timestamp a beat off. This skill is verbatim + on-beat, so check-timing.cjs --strict (80ms tolerance) is the gate, not a suggestion — fix drift in plan.json before rendering, and never pack two transcript words into one timed entry (the second inherits the first's timestamp and fires early).


Matting

You enable CoreML for the matting ONNX.

It's the Apple way, obviously faster. No. CoreML partitions the ONNX graph across providers. The mixed-precision boundary produced (observed with the previous RVM engine) alpha=30 inside the subject's face while background correctly reads 0. Captions shine through face. Pin the CPU execution provider only (onnxruntime-node). Our matte.cjs already does this; don't "optimize" it by re-adding CoreML.

You pick a matte model by "general vs human."

DECISION FLIPPED 2026-06-12 after a 5-model × 6-scene A/B with caption renders: the matte's job here is CAPTION LAYERING, not prop fidelity. u2net_human_seg (via hyperframes remove-background) usually excludes thin offset furniture (mic boom arms) from the matte — words stop being sliced by booms, which beat PP-MattingV2's prop-preserving behavior on real caption videos. It is NOT surgical: large salient objects near the subject (telescope rigs) can still leak in — always sample frames_fg/. Known cost: HELD products can drop out intermittently (captions pass in front) — route product-demo climaxes away from held objects. isnet-general-use lost outright (backlit-hair collapse). birefnet-portrait (MIT) beat everything semantically (keeps held items AND drops furniture) but is 928 MB / ~7 s-per-frame CPU — a future quality tier, not the default.


Grouping

You caption every word.

Transcripts are verbose — "you know, um, I, I mean, you know" is 5 words from a single beat. Captioning all of them clutters the screen and breaks reading rhythm.

Editorially drop filler. Use the rules in caption-grouping.md: merge short fragments, cut repeated discourse markers, keep the meaning, trim the noise. You are writing typography to support speech, not a court transcript.

You group by fixed word-count.

"3 words per caption, always" makes every caption look the same and fights the natural cadence of speech. Break on sentence boundaries, 250ms+ pauses, and semantic units instead. Caption sizes will naturally vary from 2 words to 5 — that's correct.


The meta anti-pattern

You read one reference doc and skip the rest.

You'll read this file alone and feel covered. These anti-patterns reference concepts defined in layout-heuristics.md, typography-presets.md, scene-types.md. If you haven't read those, the fix advice here won't make sense.

Order of reading for a new video:

  1. SKILL.md (decision gate + pipeline + pre-flight probes)
  2. bespoke-vs-presets.md (first check if a canonical example fits — clone if so)
  3. scene-types.md (template selection — all 4 wall conditions)
  4. layout-heuristics.md (positions, sides, crown, font scale, pillarbox formula)
  5. typography-presets.md (font-size × column-width table, starting points)
  6. caption-grouping.md (word → group)
  7. This file last (to catch yourself before committing to plan.json)

If you're pressed for time, still read this one — it flags the failures you're about to make.