Three-plus professional years across full-stack products, ed-tech, commerce, AI, and internal tools.
The throughline is product engineering: dashboards teams can act on, mobile surfaces children can navigate, CMS workflows non-technical admins can operate, and RAG flows users can inspect.
What I care about: retrieval with visible evidence, state that does not collapse under product complexity, analytics that explain friction, and code teammates can read months later.

















