Proactive Memory for Event-Driven LLM Agents.

arXiv:2610.36967v1 Announce Type: new Abstract: Proactive LLM agents anticipate service opportunities from ongoing observations and accumulated history. Existing approaches emphasize recent context or retrieval of related memories, providing limited support fo