NOTES FROM
THE WORK_
Practical writing on production software, agent evaluation, local-first infrastructure, and the decisions behind the public systems.
A Voice Agent Is Mostly Not the Model
What actually goes into shipping an AI voice and SMS platform for home services businesses, where the language model is one replaceable box inside a much larger system.
Grounded Answers Need Citations, Not Confidence
Building a question-answering system over the 2026 Florida Building Code, where every answer has to carry the exact section it came from, and where the GPU is an optional dependency in development.
A Database Per Tenant, and the Control Plane That Makes It Work
Why I keep reaching for database-per-tenant isolation on small B2B products, what it actually costs, and the piece nobody mentions until you are building it.
One Model, Two Renderers: Keeping 2D and 3D in Sync
Building an architectural design tool where a 2D floor plan editor and a real-time 3D view stay consistent, and why the answer is to stop treating them as two applications.
Gate on Tests, Not on Typechecks
A CI setup that blocks merges on what actually catches regressions and keeps a few hundred known type errors visible without letting them stop the work.
Stay ahead of the curve.
Receive bi-weekly technical reports on AI infrastructure and deployment patterns. No marketing fluff.