The key takeaway isn’t just compression—it’s where the bottleneck shifts. KV cache has been dominating memory footprint in long-context inference, so reducing it changes the cost structure significantly. But it doesn’t remove the constraint entirely:
https://www.buysellram.com/blog/will-googles-turboquant-ai-compression-finally-demolish-the-ai-memory-wall/

#AI #ArtificialIntelligence #TurboQuant #Google #AIMemoryWall #AICompression #KVCache #LLMInference #AIInfrastructure #MemoryBottleneck #ModelEfficiency #AIHardware #DataCenter #technology