About

Practical notes from building AI systems that have to survive contact with reality.

I am Jeremy. I build around agentic AI, local models, and the harnesses that make those systems testable. I care about boring infrastructure, clear failure modes, and writing things down well enough that someone else could rebuild them.

What shows up here

  • agent loops, routing, and durable tasks
  • local-first AI setups and hardware tradeoffs
  • evaluation, harnesses, and failure analysis
  • short opinion pieces when the take is worth having