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

analyze-metrics

Compute the four AARS metrics of a feature from usage data with the definitions in its metrics file, plus the funnel and the retention curve, mark which metric is below target, and propose ranked hypotheses for why. Metrics are designed with /design-metrics; feedback is read next with /analyze-feedback

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