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Inside the sub-5s conversion workflow

A phase-by-phase breakdown of why fast conversion and stable output can coexist.

  • Validation blocks risky requests before compute starts to avoid noisy retries.
  • Extraction parallelizes layout and structure reconstruction on GPU workers.
  • Delivery returns Markdown and metadata in one contract to simplify downstream integration.

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