Senior Product Manager bridging engineering insight and business strategy. I scale zero-to-one products, ship platforms that process billions of events, and lead teams through ambiguity to outcomes.
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A practical guide to understanding, evaluating, and building AI-powered products, written for PMs, not engineers.
Start track →A structured learning path covering the core skills, frameworks, and judgment that define great product management, from discovery to delivery to scale.
Start track →If a product manager cannot articulate why a feature is being built, in one sentence, tied to a user problem or a business outcome, then the feature should not be built yet. The inability to explain the “why” is not a communication problem. It is a thinking problem. Clarity of purpose precedes quality of execution.
Talking to users once a quarter is research. Talking to them weekly is a habit. The difference matters because product judgment decays. What you learned about your users three months ago may no longer be true. Regular conversations do not just generate insights. They keep your instincts calibrated and your assumptions honest.
Shipping is not the goal. Changing something is. A team that ships ten features and moves no metric is less effective than a team that ships one feature and changes a behavior. The obsession with output volume is a defense mechanism, it is easier to count what you shipped than to measure whether it mattered.
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