0
Applied AI·September 15, 2026·1 min read

Kioxia has nothing to lose, so it wants to swap expensive DDR for the world's fastest SSD ever built to save the world from AI RAMpocalypse

Share

If faster NAND and CXL can offload some DRAM pressure, AI memory architecture becomes a three-way trade between bandwidth, latency, and $/GB instead of a pure DRAM arms race. Infra teams should start modeling tiers where CXL-attached SSD and pooled memory handle context and KV caches, with scarce DDR reserved for true hot paths.

Applied AI

Thoughts on AI labs' safety concerns: a coordinated slowdown may look like an antitrust conspiracy to limit output that would preserve frontier model margins

If labs coordinate on “safety slowdowns,” regulators may read it as output restriction to protect frontier margins rather than altruism. For operators, that means AI supply, pricing, and release cadence are now entangled with antitrust risk—treat long-term model access as a regulatory, not just technical, dependency.