From local optimization to fleet coordination
The coordination layer for large-scale physical and computational systems.
The bottleneck for artificial intelligence is no longer silicon. It is the coordination between computer demand, power availability, cooling capacity, grid conditions, and the physical plant itself. Today, each of these is run as a separate layer, by separate teams, on separate clocks, making it unbearably inefficient.
Our thesis is that the next generation of AI infrastructure software will not optimize one layer in isolation. It will coordinate compute, energy, cooling, and physical constraints into a single system. We start with energy and thermal optimization for AI data centers. The direction is an operating layer for large-scale computational and physical infrastructure.