Insights
Notes from the build floor.
Long-form thinking on applied AI, agentic tooling, and shipping intelligent software for real businesses.
Product
Building agentic tooling that real businesses will actually use
Lessons from shipping AI products into manufacturing, engineering and operations — where reliability beats novelty every time.
Engineering
From PRD to deployed app in a weekend
How a tightly scoped Product Requirements Document and a well-tuned CLAUDE.md collapses the gap between idea and live software.
Manufacturing
AI in the machine shop: making CNC programming approachable
Why CNC programming is the perfect proving ground for domain-specific AI assistants, and what we learned from the M32 analyser.