General Instinct runs frontier models on edge devices

General Instinct (YC P26) built technology to run frontier AI models on edge hardware, solving the problem of datacenter-designed models not fitting physical systems with limited GPUs, memory, and network access. The founders Guanming and Bill developed the approach after years in robotics. The company preserves significant model capability while enabling practical edge deployment.