1
One YouTube URL yt-dlp
Downloaded the full transcript (2,394 caption segments) from a 1h 50m keynote in seconds — no manual watching required
2
AI topic + timestamp analysis Claude
All 111 two-minute transcript blocks read, topics extracted, timestamps mapped — full keynote outline in one pass
3
Human approval
Reviewed the topic list, picked 14 clips relevant to SEO team and devs/designers — everything else stays unwatched
4
Clip cutting + vertical encode ffmpeg
All 14 clips cut in parallel from the downloaded video. Each re-encoded to 9:16 vertical for Instagram Reels and TikTok sharing
5
Summaries + transcripts per clip Claude
1–2 line summary written for each clip, matching transcript segment extracted automatically — zero manual writing
6
Deployed to this page Cloudflare Pages
Organized by team. Clips grouped, searchable, each linking directly to the right YouTube timestamp