$Micron Tech(MU.US)Google's TurboQuant paper optimizes KV cache compression through information theory, achieving nearly 5x compression with no loss of accuracy in real-world tests. However, technologies like low-bit quantization are already in use, and compression is approaching the Shannon limit. The impact on memory stocks has largely been absorbed, and future breakthroughs may require new approaches.