Not All Thoughts Need HBM: Semantics-Aware Memory Hierarchy for LLM Reasoning

Aojie Yuan, Tianqi Shen, Dajun Zhang

Reasoning LLMs produce thousands of chain-of-thought tokens whose KV cache must reside in scarce GPU HBM. The dominant response -- permanently evicting low-importance tokens -- is…