The next AI will be measured in joules, not parameters
Today’s models get better by getting bigger. That curve meets physical limits – energy, hardware, cost. PNI starts from the opposite end.
Read article →Blog
Thinking out loud about a new kind of AI.
Notes on physics-based intelligence, energy as a design constraint, and what it takes to trust autonomous systems.
Parameters per element, not per substance class
Simulating a new material usually means recalibrating against fresh measurements. Our Molecular AI Engine aims to make that step unnecessary.
Read article →Who checks the agents?
As AI agents start making decisions across systems, oversight can’t live inside each platform. It needs an independent instance.
Read article →Emergent Graph Theory, briefly
The theory behind PNI models physical reality as a discrete, dynamic graph under strict energy conservation. The core idea in a few sentences.
Read article →