CUDA at 18: Nvidia's Secret Sauce and AI Dominance

Nvidia's CUDA platform, celebrating its 18th anniversary, is far more than a programming language or API; it's the core of Nvidia's software ecosystem, powering numerous "embarrassingly parallel" computing tasks from AI to cryptocurrency mining. CUDA's success stems from Nvidia's consistent long-term investment and steady updates, a stark contrast to competitors like AMD. The success of AlexNet highlighted CUDA's early influence in deep learning, and today, it's the de facto standard in AI, forming a strong competitive moat for Nvidia.