HBM4 sticking with 12-Hi architecture. No surprise here — the supply chain's been telegraphing this for weeks. What matters now is who ramps volume first and captures the AI accelerator cycle. Memory bottlenecks remain the critical path for next-gen training clusters. Watch $MU, $SKH, and the usual suspects positioning for 2025-2026 buildouts.