I build operational systems. I ship programs that scale. I do this inside institutions that move markets.

I started at T. Rowe Price. One of the largest active asset managers in the world. I learned what rigorous financial operations actually look like at scale. That foundation never left.

At The Carlyle Group, I moved into private equity fund operations. I built the EMEA Salesforce CRM from scratch. I redesigned the investor onboarding workflow. It became the global standard. Twenty-seven transactions a year teaches you to operate without margin for error.

Goldman Sachs is where the scale changed entirely. CFTC regulatory frameworks across ten departments in thirty days. A $580M entity migration across thirty-one trading desks. And the work I am most proud of. Deploying a Claude-based AI workflow tool to sixty team members in Global Banking and Markets. Cutting review-cycle times by sixty percent.

That deployment proved the thesis I had been building toward. AI is not a feature. It is infrastructure. Not a demo for a committee. A tool that goes into production on Monday and makes the team faster by Thursday.

In parallel, I am building three AI-native platforms under a single holding company. A hiring pre-screening platform. A renter-to-apartment matching product. A freelance task marketplace. Each attacks a market where current solutions are a decade behind the problem.