AWS and NVIDIA’s 2 Million GPU Deal: The Massive AI Compute Shift

AWS and NVIDIA partnership for 2 million AI GPUs

Two million GPUs. To put that number in perspective, it is roughly double the total accelerator fleet that most frontier AI labs operated across their entire cloud footprint just two years ago. Amazon Web Services (AWS) announced plans to deploy an additional 2 million NVIDIA GPUs across its global infrastructure between 2027 and 2028. This … Read more

NVIDIA Rubin GPU the powerhouse: Architecture, HBM4, Performance and the Future of AI Inference

NVIDIA Rubin AI platform rack-scale system with multiple GPU and networking modules in a dark data center environment.

NVIDIA Rubin GPU, the economics of artificial intelligence have reached an inflection point. As frontier reasoning models execute extended test-time compute loops, multi-agent frameworks run continuous tool-use pipelines, and video models generate massive contextual volumes, inference has surpassed training as the primary operational cost for AI enterprises. Running trillion-parameter architectures at production scale under older … Read more