Where OpenUSD Digital Twins Meet Working Physics
July 29, 2026
An OpenUSD asset says what a coolant distribution unit is. A physics model says how it behaves—this is the bridge between them, walked end-to-end by an AI agent. Picture a steel cabinet the size of a wardrobe, tucked into a row of AI servers, with two separate water loops threading through it—one tied to the […]
The Token Economics of Engineering AI
June 4, 2026
A Question Worth Putting Numbers On Engineering AI workflows incur cost in how they acquire knowledge during a session. In 5 Questions to Ask Before Trusting AI-Related Simulation Results, the fourth question was: Does the AI spend its effort on engineering or on infrastructure? It is the most consequential of the five, and the hardest […]
Why Two‑Phase Direct‑to‑Chip Cooling is Reaching a Tipping Point
May 19, 2026
Modelon & University of Maryland Researchers to Present Findings at Upcoming Conference Artificial intelligence and high-performance computing (HPC) are fundamentally reshaping the way data centers are designed. Power densities continue to rise, thermal margins are tightening, and workloads are becoming more dynamic and less predictable. HGX H100 racks introduced in 2022 consumed around 40–60 kW, […]