
Bring a real problem, a system decision, an architecture proposal, a design you're debating, and let's work through it together. The tradeoffs, the pros and cons, where the business need actually sits.
I proposed and led the architecture overhaul of a compliance-critical platform that took automation from >30% to over 80%, cut critical failures by more than 99%, and scaled volume by thousands. I've lead engineering and architecture across multiple teams and projects, including AI systems and other highly regulated platforms.
I don't want you to leave knowing what framework to use, I want you to leave thinking about a true system.