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About
I pick up new domains fast and turn ambiguity into reliable products, whether that's cloud infrastructure, financial services, operations, or compliance. I gravitate toward 0-to-1 work and I'm most useful when the problem isn't well-defined yet.
AI changed how I work. I went from writing PRDs to living in the terminal building products. New tools ship every day and I'm deep in it: LLMs, agents, RAG, knowledge graphs. I've always been technical, but now I can actually build what I'm thinking.
UVA McIntire MSMIT. JMU BS. Based in DC.
Projects
The Eval Stack
Three tools that chain together to give LLM quality assurance real statistical power.
JudgeBench
Validate the judge
EvalKit
Score outputs
DriftWatch
Catch regressions
Writing
Thoughts on building AI products, eval infrastructure, and working with LLMs.
Experience
2024–Present
Senior Product Manager · AWS Global Services
- ▸AI-powered decision systems for enterprise cloud transformation
2021–2024
Senior Product Manager · Amazon Fulfillment
- ▸Compliance systems governing every package shipped by Amazon globally
2020–2021
Senior Product Manager · Freddie Mac
- ▸Automated income verification and platform modernization for loan eligibility
2017–2020
Risk Manager · Freddie Mac
- ▸Loan eligibility system — whether Freddie Mac buys a loan from a bank

