About

I design systems, and I ship them to people who pay.

I work at the seam between solutions architecture and AI engineering: taking a messy, human operational process, figuring out the right structure for it, and building software that people actually adopt.

The two products on this site are the proof. GIMS came from a simple conviction: most operational tools are the same system wearing different costumes. So I built one engine that reconfigures to any domain by editing a schema. The Compliance Relay came from the opposite instinct: some problems, like 21 CFR Part 11 audit trails, demand exactness, cryptographic guarantees, and respect for a real regulatory standard. Both are live, and both have already earned money.

How I work

  • Start from the problem and the person who has it, not the tech.
  • Design the model first; get the primitives right and the features fall out.
  • Ship something real, put it in front of a paying user, and let feedback drive the rest.
  • Be honest about stage. Early and working beats polished and imaginary.

What I'm looking for

Solutions architect, AI engineer, or adjacent roles where designing the system and building it are the same job. If that's what you're hiring for, the fastest way to know me is to open a demo and read the code.

The bigger picture: GUTS

GIMS and the Relay are the first organs of GUTS, a framework for treating an organization's memory, coordination, and decision-making as composable systems rather than manual overhead. It's the thesis behind the products; they stand on their own without it. The full architecture lives on the GUTS architecture site; see the GUTS architecture ↗.