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cs.AI2026
Knowing the Store: What a Memory Backend Must Write Down Before an Agent Can Read It
Ansuman Mullick, Eray Tüzün
An agent with long-term memory can answer from a record it should no longer use, such as a plan the user later cancelled. We ask what a memory store must expose for an agent to kno…
cs.AI2026
Fortunate Recall: Ontology-Driven Memory Lifecycle Management for Persistent Coherence in LLMs
Ansuman Mullick, Eray Tüzün
Current LLM memory systems treat all personal facts identically, so stores grow without bound while retrieval precision degrades. The core challenge is lifecycle management: which…