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2026-03-12

Why I build with AI, not around it

Integrating models into product loops instead of bolting chatbots onto legacy flows.

The best AI products don't feel like AI products. They feel like the thing you wanted software to do all along — just faster, smarter, and more adaptive. I focus on tight feedback loops: ship a thin slice, measure latency and quality, iterate on prompts and architecture together.