APPLIED ATOMICS • AMERICAN NUCLEAR SOCIETY • MCJ • THE ENGINE • TECHSTARS • SLACK AI •. YC-BACKED STARTUPS •
01 / WHAT'S CHANGING
Machines are becoming more capable, manufacturing more flexible, and physical systems more observable and controllable. Small teams can increasingly command capabilities that once required much larger organizations. This changes what can be built, who can build it, and how quickly physical companies can move.
02 / IN THE LAB
DEPLOYMENT
REAL-WORLD ACCESS
How do early physical-AI companies get into real operating environments quickly enough to learn what actually works?
STATUS
Exploring
LAST UPDATED
Oct 2026
MANUFACTURING
BUILD VS BUY
What should a physical company build itself, what should it entrust to a manufacturing partner, and when does that boundary change?
STATUS
Exploring
LAST UPDATED
Sep 2026
ORGANIZATION
THE IRREDUCIBLE OPERATOR
What remains uniquely valuable about an operator as AI absorbs more of the work historically called operations?
STATUS
Exploring
LAST UPDATED
Oct 2026
03 / EXPLORE BEAM

