[Ming-Chi Kuo: The Logic of 'Compressing KV Cache to Eliminate Memory Demand' Does Not Exist] Renowned analyst Ming-Chi Kuo stated in an article that three seemingly independent events recently are alleviating the impact of memory bottlenecks from different perspectives. These are: NVIDIA: Enhancing token value through stable low-latency output with Groq 3 LPX; Google: Maximizing infrastructure utilization with TurboQuant; Anthropic: Supporting long-running stateful agent architectures. Ming-Chi Kuo noted that the diverse approaches adopted by different participants reflect that memory-intensive issues are not merely component-level problems but system-level challenges involving both hardware and software. The aforementioned solutions are complementary and irreplaceable, and there is no simple logic such as 'compressing key-value cache (KV Cache) to eliminate memory demand.' On the contrary, it is necessary to continuously and simultaneously address memory-intensive issues at all levels. (Sci-Tech Innovation Board Daily)