Never not building something.

I led the AI assistant for Microsoft's partner platform. Built it into the pages where partners work, grew adoption, and wrote the safety framework the org adopted for shipping AI.

I led the re-architecture of Microsoft's partner platform while it stayed live. Pages got faster, teams shipped independently, and the framework spread across the org.

I built the marketplace that connects Microsoft sellers and partners on deals: referrals, co-sell, revenue sharing, CRM integration. It replaced the legacy systems that came before it and scaled from pilots to the full partner ecosystem.

Regulated sovereign clouds, where a mistake means thousands of customers offline and a compliance finding behind it. I mapped every failure mode, sequenced every cutover, and kept every team in sync. Everyone landed. Nothing went down.