AgentDrift: Unsafe Recommendation Drift Under Tool Corruption Hidden by Ranking Metrics in LLM Agents

Research reveals that AI agents using tools for financial advice can recommend unsafe products while maintaining good quality metrics when tool data is corrupted. The study found that 65-93% of recommendations contained risk-inappropriate products across seven LLMs, yet standard evaluation metrics failed to detect these safety issues.