Persistent Latent Memory for Multi-Hop LLM Agents: How a 6G Handover Paper Closes the Agent Cold-Start

The article introduces Inductive Latent Context Persistence (ILCP), a method that transfers compressed hidden states between multi-hop LLM agents to avoid costly tokenization round-trips. Inspired by 6G handover techniques, ILCP eliminates the need for downstream agents to re-create context, addressing the agent cold-start problem. This approach improves efficiency in multi-agent pipelines by preserving latent memory across hops.