Why LLMs Shouldn't Be the Final Authority in Engineering Verification
What changes when an AI system has to support a decision someone must review and defend.
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Writing
Notes from the field.
Short, first-hand notes about building software where AI, engineering workflows and physical systems meet.
In progress
I am developing these notes from actual product and engineering work. They will go live when there is a finished argument, a reproducible artifact or a lesson worth making public.
What Building AI for Engineers Taught Me About Forward-Deployed Engineering
Why direct exposure to the domain changes architecture, product definition and delivery.
Five Production Failures That Change How You Architect a Revit Add-in
Host lifecycle, transactions, versioning and model state as product constraints.
Building AI Systems That Can Show Their Work
Evidence provenance, counterexamples and the boundary between investigation and determination.