Oct 27, 2026
World Models at the Edge, in Real Time: V-JEPA 2.1 on the Quadric GPNPU
Can a world model run in real time at the edge? Meta's V-JEPA 2.1 runs on the Quadric GPNPU (QC-Ultra) in 43.5 ms per 16-frame clip, 23 clips a second on one core. We ported it in about an hour and a half with our agentic SDK skills, and our Kernel Arena made it more than twice as fast in a day and a half.







