Does every stage in a content-generation pipeline use AI?
No. Some stages use models, while others validate data, store files, or assemble media with conventional processing tools.
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Saved outputs can support review, diagnosis, and recovery. When their inputs remain valid, they may be reused instead of repeating every earlier stage.
No. Narration depends on the script version used to create it. A changed script can make the existing audio outdated and require regeneration.
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