GPU announcements usually arrive dressed as hardware news. This one is more useful if you read it as a retrieval infrastructure story. NVIDIA and AWS are not merely adding another accelerated EC2 shape; they are pushing GPU acceleration into the boring middle of production AI, where vector indexes get rebuilt,