Tag #GPU

Your GPU Memory Problem Is Not What You Think It Is

Your GPU Memory Problem Is Not What You Think It Is

Your production LLM deployment hits memory limits not because of model size but because of KV cache growth during inference. TurboQuant compresses this cache to 3-4 bits without retraining, cutting memory usage by 6x and potentially reducing infrastructure costs by…

Your GPU Advantage Expires in 36 Months

Your GPU Advantage Expires in 36 Months

Electronic chips hit physics limits at 2 nanometers. Photonic computing uses light instead of electrons, solves the last missing piece (memory), and delivers 1,000x energy efficiency. Companies like Lightmatter match Nvidia GPU performance. The commercial transition happens between 2027 and…

Is Everybody Moving Away From Nvidia?

Amazon’s Project Rainier is an $11 billion bet on infrastructure economics, not chip performance. With 500,000 Trainium2 processors scaling to 1 million and a 2.2 gigawatt power draw. Amazon is securing baseload energy and locking in customers through capital partnerships.…