WorkSeptember 15, 2026via GeekWire
America’s machinists are retiring, and two startup founders in their 20s want to salvage what they know
Why it matters
AI is being deployed to preserve and scale expert labor as a workforce ages out—a real-world deployment story at the intersection of capability (knowledge capture) and industry transformation (aerospace/defense manufacturing).
Key signals
- Neuramill founded last year by two engineers in their 20s
- Software captures how experienced machinists decide to make a part
- Applied to aerospace and defense machine shops
- Knowledge preservation as skilled workers retire
- Manufacturing industry labor shift
- Neuramill founded 2025 by two engineers in their 20s
- Targets aerospace and defense machine shops
- Captures decision-making knowledge from experienced machinists
- Applies captured knowledge to new manufacturing jobs
- Addresses retirement wave of skilled manufacturing workers
The hook
A generation of machinists is walking out the door. Two 20-something engineers are using AI to capture what they know before it's gone.
Neuramill is building software that captures how experienced machinists decide to make a part, then applies that knowledge to new jobs at aerospace and defense machine shops. The company was founded last year by two engineers in their 20s who started their careers in Seattle.