Posts tagged "memory-bandwidth"

The KV Bottleneck Explained: Why Inference Is Memory-Bound

Building from exact byte counts to the fundamental insight: autoregressive inference is bottlenecked not by arithmetic but by memory bandwidth from loading keys and values. Every KV cache optimization in the literature is a response to this single bottleneck — derived step by step with concrete numbers.