About
AI Deployment Strategist. I build production AI that ships and takes cost out of real work, owned end to end.
Psyrcuit is a fusion of Psyche, the human mind and intention, and Circuit, the digital backbone. The work sits at that intersection: understanding what people actually need, then building the systems that deliver it. AI is not magic. It is infrastructure, and like all infrastructure it only works when it is designed around the people who use it.
Before this was a category I was in, I trained the data behind frontier AI models. At Pareto.ai I mentored prompt engineering and ranked in the top 0.1 percent across more than 2,000 contributors, on projects spanning Anthropic, Stanford, NYU, ByteDance, and Imbue. Knowing how these systems are made is the lens I bring to building with them. I know where they break.
From that foundation I moved into shipping production software end to end. MFC, a licensed estimation product running fully offline inside a regulated aerospace environment, is the proof: specified, built, evaluated, and owned start to finish. I build things that stay in production, not proofs of concept that collect dust.
It is a focused, one person practice, which means you work directly with the person building your solution. No account managers, no handoffs, no telephone game. Clear communication and fast iteration, from discovery through deployment.