Beyond GPUs: How Groq and Cerebras Lead the Next Wave in AI Infrastructure скачать в хорошем качестве

Beyond GPUs: How Groq and Cerebras Lead the Next Wave in AI Infrastructure

Everyone talks about NVIDIA when it comes to AI-but what if GPUs aren't the future? In this video, I break down why AI inference is becoming way more important than training, and how companies like Groq and Cerebras are quietly building the hardware that might power the next generation of AI. We'll look at the real limitations of GPUs, how Groq's pipeline architecture and Cerebras' massive wafer-scale chips work, and what this shift could mean for the future of AI infrastructure. It's not hype-it's a closer look at the chips that might just change everything. 00:00 - The Problem with GPUs 00:30 - Why Inference Matters 01:08 - Inference vs Training 01:36 - GPUs Fall Short 02:07 - Token by Token Issues 02:42 - Memory Bottleneck 03:17 - GPU Utilization is Low 03:46 - Simple Analogy 04:28 - Groq's Solution 06:15 - Energy Savings 06:45 - Cerebras' Solution 08:18 - Zero Data Movement 09:16 - What About NVIDIA? 10:08 - Future of AI Chips 10:45 - Inference at Scale 11:17 - Real-World Applications 11:52 - Hybrid AI Future 12:24 - Final Thoughts