Making product decisions faster and easier to correct under ambiguity.

I write about how product and GTM teams make decisions under ambiguity, especially as AI makes execution faster and cheaper. My focus is on preserving direction, interpreting signals correctly, and compounding learning over time instead of just increasing output.

12+ years across engineering and product leadership in B2B SaaS, from shipping systems to setting product direction.

Recent writing