arXiv cs.AIPaper
Fortunate Recall: Ontology-Driven Memory Lifecycle Management for Persistent Coherence in LLMs
Memory is becoming table stakes for long-running agents, and this tackles a real problem: generic memory systems bloat fast and retrieve badly. The 10+1 ontology for fact behavior is clever, and the 76.9% pass rate on their temporal benchmark is a meaningful jump over existing systems. Build persistent agents? You need to think about which memories matter and when to forget them. This gives you a framework.