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Notes on video transcription, content repurposing, and the messy parts of building AI tooling.

How to transcribe a TikTok video in 2026 (8 methods compared)

Free tools, paid services, AI methods, DIY scripts. Honest tradeoffs.

May 11, 2026 · 7 min

YouTube auto-captions vs Whisper AI: which gives a better transcript?

Speed, accuracy, hallucinations, and a real-world example.

May 11, 2026 · 5 min

5 ways to repurpose video content using transcripts

Turn one video into a blog post, X thread, newsletter, Reddit answer, and LinkedIn carousel.

May 11, 2026 · 6 min