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This research introduces PLACE, a governance framework that enforces strict control over the lifecycle and query-time eligibility of persistent memory in AI agents. By decoupling state certification from authorization, the study demonstrates how to prevent causal leakage from ineligible data while maintaining robust agent performance. This work addresses a critical infrastructure gap for building reliable, long-context autonomous systems.
Memory, Know Your PLACE: Governing Lifecycle State and Query-Time Eligibility in Persistent-Memory Agents
arXiv:2610.25179v1 Announce Type: cross Abstract: Persistent memory turns prior interactions into durable agent state, but existing systems provide limited control over whether that state remains valid and whether it should influence a later query. We argue that reliable memory requires governance over both state formation and query-time influence. We introduce PLACE, a factorized governance layer that adds write-side state certification and read-side authorization to a memory backend. A factorial evaluation on Mem0 with Qwen2.5-3B and Qwen2.5-7B isolates the contribution of each mechanism. Results show that write-side governance substantially improves lifecycle state correctness, while read-side governance eliminates measured causal leakage from ineligible memory in the state-correct setting. Their combination achieves the strongest joint performance while preserving query-relevant support. These findings show that reliable persistent memory requires explicit control over both maintained state and query-time information influence.
Abstract:Persistent memory turns prior interactions into durable agent state, but existing systems provide limited control over whether that state remains valid and whether it should influence a later query. We argue that reliable memory requires governance over both state formation and query-time influence. We introduce PLACE, a factorized governance layer that adds write-side state certification and read-side authorization to a memory backend. A factorial evaluation on Mem0 with Qwen2.5-3B and Qwen2.5-7B isolates the contribution of each mechanism. Results show that write-side governance substantially improves lifecycle state correctness, while read-side governance eliminates measured causal leakage from ineligible memory in the state-correct setting. Their combination achieves the strongest joint performance while preserving query-relevant support. These findings show that reliable persistent memory requires explicit control over both maintained state and query-time information influence.
Artificial Intelligence (cs.AI); Computation and Language (cs.CL)
arXiv:2610.25179 [cs.AI]
(or arXiv:2610.25179v1 [cs.AI] for this version)
https://doi.org/10.48550/arXiv.2610.25179 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
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