Blog
From the field
What we're learning building AI systems for companies that make real things.
Why Manufacturing AI Projects Stall (and the State Layer That Lets Them Ship)
CNC shops and fabricators carry deep state in BOMs, routings, and AS9100 evidence. Stateless LLMs cannot reason against it. The fix is a substrate.
Read →Your AI Demo Worked. Your AI Project Failed. Here's Why.
Frontier LLMs are stateless. Every conversation starts cold. The gap between a demo and a shipped project is the state layer your business does not have.
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