Work

Ashlar is a local-first .NET runtime for AI workflows you embed. Models propose; Ashlar keeps a receipt for what ran and an admission gate for what gets trusted. It governs behavior, not intelligence.

Sim and modeling — Work on how complex systems behave when people have to supervise them: clarity under pressure, not spectacle.

Interaction design — Interfaces and flows shaped so operators know what changed, what is waiting on them, and what the system already did.