The Convergent Evolution of the NVIDIA CUDA Ecosystem: A Comprehensive Analysis of Computational Primitives from Ampere to Hopper

Executive Summary The computational landscape of high-performance computing (HPC) and artificial intelligence (AI) has undergone a tectonic shift, driven by the bifurcating trajectories of arithmetic throughput and memory bandwidth. As Read More …

The Architectural Arms Race: An In-Depth Analysis of Specialized GPU Hardware for AI Acceleration

The Imperative for Specialization: From General-Purpose GPUs to AI-Centric Accelerators The trajectory of modern artificial intelligence (AI) is inextricably linked to the evolution of the hardware that powers it. For Read More …