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Transcribing D&D Sessions with WhisperX and Speaker Diarization

By Matthew Hunter |  Feb 12, 2026  | ai, whisperx, gaming, amd

I play in two weekly D&D groups and write session reports as narrative prose from the characters’ perspectives. The reports expand on what happened at the table, adding dialog and internal monologue in each character’s voice. This workflow has evolved through several iterations, each one solving a problem the previous version left on the table.

How it started

The first version was simple: play the session, take notes, write the report from memory afterward. This worked when I had time, but a four-hour session generates a lot of material, and between work and life, writing sometimes slipped by a week. By then the details had faded. The bullet-point notes I’d scribbled during play were thin on dialog and light on the small moments that make session reports worth reading.

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