M5.1 - Autoregressive Serving State: KV Cache Lifecycle and Scheduler Pressure
A serving-oriented study note on KV cache lifecycle, prefill, decode, TTFT, TPOT, memory admission, and why autoregressive inference turns attention state into a scheduler problem.