America’s machinists are retiring, and two startup founders in their 20s want to salvage what they know
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.
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).
The key facts
10 to knowNeuramill 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
Go to the source
GeekWiregeekwire.com
Publisher excerpt: 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.