_{Microsoft Certified: Azure Solutions Architect Expert}

I'm a PM who builds - designing, prototyping, and shipping AI-powered products end-to-end.

I work where AI, product, and systems thinking meet.

I believe the real edge in modern product building isn’t just prototyping fast - it’s designing systems that scale, evolve, and stay reliable under change.

As I wrote in Beyond Prototyping (Systems Thinking) ↗, sustainable products come from architectures that adapt, reveal bottlenecks early, and stay coherent as complexity grows.

I build fully-functional prototypes using tools like Lovable, Cursor, and Supabase - the workflow I call the LoCuS Stack.

I wrote about this approach in AI Prototyping Mastery (LoCuS Stack) ↗.

I use Claude Code (and occasionally Codex) as my go to tools for building production-ready products.

An AI-native thinking canvas for product teams to explore ideas, synthesize context, and work through decisions before anything gets executed. Live: https://www.whiteboardx.co/

An AI-first personal finance prototype that unifies accounts, reveals spending patterns, and lets you explore your money through a Finance Copilot. Demo (LinkedIn) ↗