# quantization

When Memory Rules: How HBM Is Rewriting the Economics of AI Chips

The AI chip competition has pivoted from raw compute to memory capacity and bandwidth as HBM and advanced packaging now dominate costs and performance requirements. Persistent HBM shortages and soaring prices favour cloud buyers who prioritise memory-rich GPUs and push chipmakers toward software and system optimisations to reduce memory demand.