The application leverages your existing source materials to draft structural suggestions for presentations and videos. Instead of jumping straight into generation, the interface presents a clear roadmap of the intended scope and stylistic choices. This workflow shift puts the user in the driver’s seat, allowing for granular adjustments to formatting and visual tone before the heavy processing begins.
A new Review toggle serves as the final checkpoint in this process. Once enabled, the system stops to display a comprehensive outline, requiring manual confirmation from the user. This design choice aims to minimize wasted computational effort and ensure the output matches expectations, rather than relying on a black-box approach to content creation.

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