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AI-First Product Manager skills: synthetic personas, persona interviews (exploration and validation), insight extraction, persona critique panels, and exposure plans.

exposure-plans

How to build an Exposure Plan — an ordered set of accumulative reveal levels that validate a feature's hypothesis layer by layer, each level testing one falsifiable belief. Use when slicing a feature, planning a progressive reveal, designing how to validate a hypothesis in stages, or deciding what to expose to which users in what order.

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