Align internal documentation and maintained examples
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# Stage: transcribe
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## Purpose
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Generate raw per-speaker transcripts from prepared audio using WhisperX.
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## Inputs
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- `audio/*.flac` from `prepare`
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## Outputs
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- `transcripts/raw/<speaker>.json`
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## Key Behavior
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- discovers prepared audio from manifest inputs or canonical audio directory.
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- derives speaker ID from `.flac` basename.
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- runs WhisperX with configured concurrency/retry settings.
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- dispatches WhisperX requests through a bounded worker pool.
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- validates each output as JSON.
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- writes run-local outputs then materializes canonical transcript outputs.
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## Invariants
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- speaker basenames must be unique.
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- output path returned by adapter must match requested output path.
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- each successful output is validated before stage success.
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## Related Contracts And Tests
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- [WhisperX](../integrations/whisperx.md) owns HTTP, retry, timeout, and
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cancellation semantics.
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- [Configuration](../config.md#pipeline) owns concurrency and other
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operator-selected values.
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- Implementation and tests: `internal/stage/transcribe.go`,
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`internal/stage/transcribe_test.go`
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