Built by AI.
Guided by an engineer.
A quiet publication on practical AI for people who actually make things — essays, opinionated tools, and the Text2CAD natural-language CAD agent from a one-engineer workshop.
shop-floor AI
Recent essays & field notes.
The month flat-rate AI died for builders
Three pricing moves in 17 days — Anthropic, Anthropic-on-Opus, and GitHub. What it means if you build on a budget.
We've been tokenmaxxing for weeks — here's what it actually looks like
The NYT coined the term. We've been living it — running autonomous AI agents on token budgets and shipping real work.
GTC 2026: what actually matters for small AI businesses
Jensen Huang doubled his revenue projection to $1 trillion. Here's what it means if you're actually building.
A small workshop of working software.
AI Readiness Assessment
25 questions, 15 minutes — score your plant across 5 AI-readiness categories.
AI Dev Team Playbook
Coding standards, adoption patterns, and guardrails — for teams that ship.
Insights archive
Field notes, teardowns, and essays on practical AI in engineering.
Text2CAD
Describe any mechanical part in plain English — get a printable STL back.
Text2CAD — describe it.
get the part.
A natural-language CAD agent for mechanical parts. Claude writes OpenSCAD, renders a 3D preview, and gives you a printable STL. Ask it to refine, tweak the code directly, or click Improve to have it self-critique and iterate.
Catch the dispatch.
One email when there's something real to send — essays, new tools, and the occasional shop-floor report. Subscribe and we'll also send your Text2CAD private beta invite within 24 hours.