Study Finds Persistent Memory Can Create Capability-Dependent Trust Failures

Summary

A benchmark study finds that persistent memory can make AI agents over-trust stale information. Larger Qwen3 models were especially vulnerable when old notes appeared recent and conflicted with authoritative tools. Metadata helped capable models, while smaller models often needed conflicts resolved in advance. The pattern also appeared in Llama-Instruct models and external datasets.