Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents

Aditya Nawal, Manit Baser, Mohan Gurusamy

AI agents augment large language models with external tools such as web retrieval, enabling grounded and up-to-date responses. However, incorporating external content into the gene…