Commodity DRAM enters a structural supercycle as agentic AI drives ~50% demand CAGR vs ~20% supply CAGR, shortage gap widens through 2030
NAND SSD already in a worse shortage than DRAM; KV cache offloading, AI video, and agent sandbox demand create structural supercycle through 2030
HBM enters a multi-year structural supercycle with 2.5/3 escape conditions met; SK Hynix wins the quality-competition race
CPU server TAM forecasts being rapidly doubled by AMD, Nvidia, and Bernstein as agentic AI shifts CPU:GPU ratios and creates a new structural demand wave