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Six-plus years shipping production software across web, mobile, cloud platforms, auth, real-time data, intelligent retrieval, and design systems. The through-line is ownership: turning ambiguous product requirements into secure, usable systems.
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Why passing AI-generated tests isn't enough, and how to design feedback loops that turn production errors into training signals.
Read noteWhy AI-generated code alone isn't enough—and how a product engineer's real value is in the review layer that ensures quality, performance, and coherence.
Read noteWhy shipping accessible products in 2026 means treating WCAG as a design constraint, not a QA gate — and how that changes your architecture.
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