Working observations from helping scientific and engineering organizations move from research-grade systems to commercial operating models.
AI has entered the reactor design loop at national scale — by policy and by signed project scope. For the small DOE-funded firms doing the building, the acceleration lands on demonstration first and makes the operational layer the pacing item.
Research-grade systems don't break because they were built badly. They break when a customer, a regulator, or a new hire asks them to work without the people who built them.
One of America's densest deep-tech nuclear clusters is straining against an invisible constraint — the operational maturity gap between research-grade systems and commercial delivery.
The operational maturity gap that opens between SBIR Phase II and commercial deployment — and what to do about it.