Disaggregated KV-Cache Fabric: Hardware-Agnostic RAM-Tiering, PCIe DMA Eviction, and Fine-Grained Prefix Deduplication for Autonomous Agent Swarms
Modern Large Language Model (LLM) serving systems face an acute memory wall dominated by Key-Value (KV) cache allocation rather than model weight storage. In multi-agent autonomous swarms—where dozens of concurrent agents share extensive system prompts, tool schemas, and branching conversational trajectories—redundant...