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Epic: Transcription Pipeline #40

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@RomanNabukhotniidev

The engine room: the queue and the worker, calls to the multimodal model, page state transitions, retries, pause/resume and the spending limit.

Nothing here is visible to the user directly — but without it the product does not exist. Page states are pending | queued | transcribing | transcribed; document states are draft | ingesting | ready | processing | paused | budget_stop | done | failed.

See docs/02-data-pipeline.md and docs/04-database.md.

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