NVIDIA Redesigns GPU Architecture With AI Inference as Primary Function

NVIDIA unveiled RTX Spark, a superchip consolidating compute, graphics, and AI acceleration into unified silicon. The departure from discrete GPU design allows sustained AI agent workloads within laptop power budgets and battery life. The architecture integrates 30 years of NVIDIA's innovations—CUDA, RTX, DLSS, TensorRT, OptiX—into a single processor, positioning AI inference as a core design priority rather than an auxiliary function layered onto traditional graphics acceleration.