Practical notes on MVP development, AI integrations, and improving existing products.
Notes from the workbench—what we are learning while building useful products.
Should you rebuild or refactor your MVP? How to decide with evidence: the four real options, signals that justify a rebuild, a one-week audit, how to replace incrementally, and what to do with AI-generated or no-code prototypes.
Read MoreA step-by-step approach to product discovery that stops teams from committing engineering time to the wrong problem.
Read MoreA practical framework for building a product roadmap that prioritizes real user impact over the loudest internal request.
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