Juan Davidβs Newsletter β’ 6 implied HN points β’ 26 Jan 26
- A reliable four-step pipeline handled hundreds of episodes unattended: raw ASR β deterministic cleanup β editorial LLM pass β publish/sync, running Codex CLI on a remote VM so the whole job could finish without babysitting.
- A strict style guide, correction maps, and a locked editorial prompt made the LLM behave like a conservative editor, fixing ASR phonetic errors, names, punctuation, and obvious typos without adding facts or changing meaning.
- The results were published with per-episode pages, audio players, navigation, and SEO, and an automated watcher now transcribes new episodes automatically, making the archive searchable for humans and LLMs and enabling future personalized learning tools.