**Will RAM Prices Go Down as AI Models Use Less Memory?**
AI models are becoming more memory-efficient, but that doesn’t necessarily mean cheaper RAM. Lower KV-cache usage could reduce memory needs per workload, yet growing AI deployments, HBM demand, and server infrastructure continue to push memory demand higher. The key question is whether efficiency gains can outpace the rapid expansion of AI workloads.
🔗 https://www.buysellram.com/blog/will-ram-prices-go-down-as-ai-models-use-less-memory/