TurboQuant sounds promising, but compression alone won’t solve the looming hardware crunch. I read recently that memory chip shortages by 2026 could throttle AI scaling just as badly as KV cache bloat—even with efficiency gains. The bottleneck might shift, not disappear.
https://theboard.world/articles/memory-chip-shortage-2026-causes-impact