Where CXL sits in the memory hierarchy — a memory pool next to the CPU and accelerator coherency

Memory in the AI Era, Part 4: Understanding CXL

Next to the GPU, HBM and HBF fill the gap — but there’s another empty seat next to the CPU. We look at CXL, the new interface that fills the awkward gap between PCIe and DDR: its basic structure, device types, and the CXL product blueprints the big three memory vendors are drawing.

June 4, 2026 · 21 min · 4354 words
HBF commercialization challenges cover image

Memory in the AI Era, Part 3: The Remaining Challenges of HBF

HBF clearly has its place, but it still has gaps to fill before it can claim a spot in the memory hierarchy pyramid. We walk through the latest LLM model and inference workload trends, how Flash memory is actually used in LLM serving today, and the remaining challenges HBF has to solve.

May 28, 2026 · 14 min · 2858 words
Memory hierarchy pyramid — SRAM, DRAM, HBM, HBF, SSD

Memory in the AI Era, Part 1: Understanding HBF

Why are there so many types of memory, and where does HBF fit in? From SRAM to HBF, we explore the physical principles behind the memory hierarchy and the technical architecture of HBF.

April 23, 2026 · 14 min · 2932 words