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Does parallel processing always make a pipeline faster?

No. Shared limits, resource contention, and coordination overhead can offset the benefit.

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More FAQs in How do you choose between sequential and parallel pipeline work?

Not reliably when their timing must match the generated speech. Use the final audio or its reliable timing data.

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That all required branch outputs are complete, valid, and belong to the intended job and content version.

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