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Claude Code for creators: AI editing is here

Brooke Lacey has been making videos since before Facebook had video, and she built a TikTok audience of more than 290,000 by learning to cut short-form videos herself. With over 25 years in tech, she now builds her own apps, including Zosha, a free mobile app for learning AI. In this episode, Brooke walks me through the Claude Code, FFmpeg, and Whisper workflow that edits her TikToks in about 15 seconds, how she mines her comments for new scripts, and how she runs a weekly short-form operation with no editor. *What you’ll learn:* 1. How Claude Code edits a raw phone video on her computer in about 15 seconds 2. How she taught Claude her jump-cut cadence 3. Why her TikTok comments became her content brief 4. How she keeps growing her audience while posting just once a week—and what’s next 5. What over 25 years in tech taught her about this AI moment *Brought to you by:* Firecrawl—Give your AI agents web data and beyond: https://firecrawl.dev/howiai Auros—The human network behind AI: https://aurosglobal.com/howiai *In this episode, we cover:* (00:00) Intro and guest welcome (02:30) Brooke’s background in video (06:56) Her first session cutting videos with Claude Code (08:51) Live demo: Claude edits a video in real time (11:05) Walking through the edit chain (15:58) How she taught Claude her cadence, her hooks, and what funny sounds like (25:36) Quick recap (26:20) Posting frequency, live streaming plans, and TikTok ads (28:00) Lightning round: Gen X, wisened experience, and YOLO energy (32:43) When Claude disappoints: the lane OS, status files, and how she prompts it back (34:50) Where to find Brooke and the Zosha app *Blog and detailed workflow walkthroughs from this episode:* Claude Code Can Edit a TikTok. Teaching It What’s Funny Is the Hard Part.: https://www.chatprd.ai/how-i-ai/brooke-lacey-claude-code-video-editing ↳ Automate Short-Form Video Editing with Claude Code, FFmpeg, and Whisper: https://www.chatprd.ai/how-i-ai/workflows/claude-code-short-form-video-editing ↳ Generate New Video Ideas by Analyzing Your TikTok Comments with Claude: https://www.chatprd.ai/how-i-ai/workflows/claude-tiktok-comments-content-ideas *Tools referenced:* • Claude Code: https://claude.ai/code • FFmpeg: https://ffmpeg.org • Whisper (OpenAI): https://openai.com/research/whisper *Other reference:* • How I AI episode with John Blackman (91-year-old vibe coder): https://www.lennysnewsletter.com/p/how-a-91-year-old-vibe-coded-a-complex?utm_source=publication-search *Where to find Brooke:* TikTok: https://www.tiktok.com/@brookejlacey X: https://x.com/brookejlacey Zosha app: http://zosha.app/ *Where to find Claire Vo:* ChatPRD: https://www.chatprd.ai/ Website: https://clairevo.com/ LinkedIn: https://www.linkedin.com/in/clairevo/ X: https://x.com/clairevo _Production and marketing by https://penname.co/._ _For inquiries about sponsoring the podcast, email jordan@penname.co._

Brooke LaceyguestClaire Vohost
Oct 19, 202636mWatch on YouTube ↗

At a glance

WHAT IT’S REALLY ABOUT

Claude Code turns raw takes into TikTok edits, hands-free

  1. Brooke Lacey demonstrates a Claude Code workflow that edits short-form videos locally—using tools like FFmpeg, Whisper, and Python—without a traditional timeline editor.
  2. Her editing pipeline optimizes for TikTok-specific humor and cadence by combining silence detection with word-level timing to place jump cuts precisely.
  3. The system treats “the edit as text” via a TSV cut list, enabling quick rerenders into multiple lengths and aspect ratios from the same raw take.
  4. Brooke trains Claude on her style using her existing TikTok corpus and comment threads to both improve edits and generate new script ideas.
  5. When Claude fails, she uses an OS-like structure of instructions and status files (“lane OS”) to debug, re-align behavior, and propagate fixes globally.

IDEAS WORTH REMEMBERING

5 ideas

Claude Code can function like a hands-free, terminal-driven video editor using existing local tools.

Brooke uses Claude Code as an “orchestrator” that calls local tooling (FFmpeg, Whisper, Python) to detect speech/silence, align word timings, track faces for smart crops, and render multiple aspect ratios—without a traditional NLE timeline.

Great short-form editing is a timing problem—word-level alignment matters as much as silence detection.

For TikTok-style humor, the exact cut boundary often depends on precise word-end timing; Brooke combines silence detection with Whisper word timestamps to land jump cuts where cadence and facial expression “hit.”

Representing edits as text unlocks fast iteration and multi-format rendering from one recording.

Her system outputs a simple TSV/text cut list (start/end/shot size/labels). Because the “edit is text,” she can rerun the same command to produce 15s/30s/60s and landscape variants from the same source take.

Once timing and composition are structured, AI can reliably automate polish: overlays, captions, and zooms.

Claude inserts app screenshots and on-screen “cards” based on the cut list—measuring frame composition (e.g., empty wall space) so overlays fit naturally next to her, plus one-word-at-a-time captions with consistent styling.

A creator’s best content ideation dataset is their own posts plus comments—Claude can mine both with the right access pattern.

Because TikTok is hard to scrape at scale, Brooke builds a workaround: she downloads her own TikToks to Google Drive for analysis, then has Claude read comment threads while logged in to generate new script ideas aligned to what viewers ask.

WORDS WORTH SAVING

5 quotes

The file's in the computer. It doesn't upload anywhere. The only thing that's happening is the instructions are being pulled, and it's doing all of the things. It's just running the computer.

— Brooke Lacey

And not only that, but it's listening and goes, "Oh, I just heard you say cut that out." And then it also was like, "You repeated this a couple of times, and I took the one that was the best cadence." And I was like, "What?"

— Brooke Lacey

This is probably the 15th or 16th time in the last six months that I literally, like, fell to the floor. Like, I'm so dramatic anyway, but I was like, "What just happened?"

— Brooke Lacey

No timeline, no project file, no editor, and because the whole edit is a text file, the same command makes the 30 and 60 and the landscape versions from the same take.

— Brooke Lacey

In the first part of the video, I say, "I've been in tech for 25 years, and I've never been more scared for people." And that little laugh right there, where I'm like, "Scared for people," I had to tell Claude, "Did you hear the cadence in my voice?" Because that is how a hook works for me.

— Brooke Lacey

Claude Code for creatorsTerminal-based video editing workflowFFmpeg + Whisper + Python toolchainJump-cut timing and TikTok cadenceFace tracking and smart vertical cropsEdits as text (TSV cut lists)Mining TikTok comments for scripts/ideas

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