NVIDIA PAIR lacks dynamic load balancing

NVIDIA Personal AI Router (PAIR) is a program designed to let LLM tasks run across local network devices, but testing reveals significant limitations in its naive routing scheduler. The author finds that PAIR lacks dynamic load balancing, resulting in powerful systems sitting idle while slower nodes struggle to complete asynchronous tasks. Open article →