Your Content Calendar Needs a Distribution Architecture

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Design AI-assisted distribution around source assets, audience jobs, verified adaptations, useful destinations, and an editorial learning loop.
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Give each channel a defined job. Trace adaptations to their source, inspect each recipient-visible artifact, verify the next-step handoff and keep correction routes ready before expanding reach.