ConsistencyGate: Preventing Memory Contamination in LLM Agents via Self-Consistency Admission Control
arXiv:2607.22962v1 Announce Type: new Abstract: LLM agents that operate over many turns accumulate facts in an external memory store and reuse them as premises for downstream reasoning. A hallucinated