# Stage: transcribe ## Purpose Generate raw per-speaker transcripts from prepared audio using WhisperX. ## Inputs - `audio/*.flac` from `prepare` ## Outputs - `transcripts/raw/.json` ## Key Behavior - discovers prepared audio from manifest inputs or canonical audio directory. - derives speaker ID from `.flac` basename. - runs WhisperX with configured concurrency/retry settings. - validates each output as JSON. - writes run-local outputs then materializes canonical transcript outputs. ## Invariants - speaker basenames must be unique. - output path returned by adapter must match requested output path. - each successful output is validated before stage success.