Burned-in captions for a finished vertical video, three kinds. transcribe.py gets word timings from the video's own audio through the GooseWorks proxy (fal Whisper, bills the Ads agent, cents); captions.py burns one to three words at a time with Pillow + ffmpeg (no libass needed), either pinned to a split-screen seam (plate 25% above / 75% below) or at a fixed height, in a plate, outline or one-word serif style, with an optional red hook card; plates.py burns per-beat caption blocks (black, one union silhouette, placed in the emptiest band) for formats with no voice. The last caption (the CTA) holds to the final frame. Use as the last step of any video ad.
npx gooseworks install --all # then, in Claude Code, Cursor, or Codex: /gooseworks use the caption-burn skill
Captions timed to what is actually said in the finished video, not to the script's estimate.
python transcribe.py --media reel.mp4 --out reel.words.json # paid, cents
python captions.py --video reel.mp4 --beats cutlist.aligned.json \
--words reel.words.json --out final.mp4 [--style plate|outline] [--highlight Brand]--beats supplies the lines (vo), their timing and, for split layouts, seam, size
and each beat's state. Any file with beats: [{start, end, vo}] works.
--anchor seam (the default when the beats have a seam): on split beats the plate is
pinned to the seam, positioned by the plate, not the text: 25% of the plate above the
line, 75% below. Full-frame beats use --full-y.
--anchor fixed --y 0.62: every caption's plate centred at that fraction of the height.
plate (default): white bold on a dark grey rounded plate, 1–2 words, cap ~0.019 H.
outline: white bold with a dark outline, no plate, 1–3 words, cap ~0.034 H.
--highlight WORD colours that word yellow (the CTA keyword). Repeatable.
serif-word: ONE word at a time, heavy serif (Georgia Bold), white with a black outline,
on a fixed baseline at 0.77 H (the screen-insert look). The highlight word is quoted.
--card "LINE ONE|LINE TWO" --card-until 4.7: a white rounded hook card with two lines
of heavy red capitals near the top, for the opening seconds. ~14 characters a line.
python plates.py --video walk.mp4 --beats cutlist.json --out captioned.mp4 [--logo logo.png]Each beat's caption (a string or list of lines) shows for the whole beat on ONE black
block (square rectangles unioned, then rounded as a single silhouette: rounding each line
leaves seams), lines left-aligned, the block centred on its widest line. It goes in the
emptiest band of that beat's frame unless the beat pins cap_y. logo: true on a beat
hangs the logo tile under the block. Write lines a person would type: the same short
"fragment. fragment." shape three times reads as AI-written. No emoji twice.
--words timing is estimated from syllables. Use that to judge placement,
never to ship.~/.cache/gooseworks/fonts. --font or GW_CAPTION_FONT
overrides.--anchor seam (the default when the beats have a seam): on split beats the plate is--anchor fixed --y 0.62: every caption's plate centred at that fraction of the height.plate (default): white bold on a dark grey rounded plate, 1–2 words, cap ~0.019 H.outline: white bold with a dark outline, no plate, 1–3 words, cap ~0.034 H.--highlight WORD colours that word yellow (the CTA keyword). Repeatable.Full video production sequence with script review, actual ingredient choices, controlled generation, editing, evidence-based quality review, polish, captions and delivery. A host binding supplies project storage, authentic approvals, provider access and billing.
Build a vox-pop street interview video ad. An interviewer with a handheld mic asks passers-by one question about the brand's product, they give blunt wrong guesses, one gives the real answer, and the cut lands on a branded end card. Generates the takes through the GooseWorks fal proxy (Seedance 2.0 with native voice), then grades, re-cuts, captions and gates them locally. Use for the street-interview format.
Write the words of a short-form video ad (voiceover, dialogue, chat bubbles, on-screen lines) the way performance creative teams do instead of from a blank page. Builds the script from the buyers' own words, the beat sheet of an ad that already works and three deliberately different angles, filters them with a rule check and a second non-Claude model, and takes the strongest into the review with the other two as one-line swaps. Use it in every video ad run before any paid step, and whenever the user asks to write, rewrite or improve a video ad script or says a script sounds generic or AI-written.