Use when the user asks to "filter the transcription", "clean up the transcript", "dedupe the transcription", "produce edited.json", "filter with Claude Code", or otherwise refers to editing the JSON in `public/transcriptions/`. Reads the single raw transcription file and writes a filtered `edited.json` next to it for the UI to import.
Use when the user asks to "check ai-exchange", "look at the ai-exchange folder/file", "fill in the noise threshold", "answer the pending video editor request", "set the threshold in the JSON", or otherwise refers to the `ai-exchange/` folder in this project. The UI writes JSON job files there; this skill fills in the `null` answer fields so the UI can consume them.