ConsistencyGate: Preventing Memory Contamination in LLM Agents via Self-Consistency Admission Control

Yan Zhang, Shibo Li

LLM agents that operate over many turns accumulate facts in an external memory store and reuse them as premises for downstream reasoning. A hallucinated fact written at one step th…