LLM Agents Leak Secrets in Large-Scale Multi-Agent Simulations, Study Finds
Researchers built a simulation platform hosting thousands of LLM agents interacting over a month and measured privacy breaches. They discovered that multi‑turn social contexts cause secret disclosures to rise from ~20% to over 45%, and that agents are eight times more likely to reveal information after witnessing peers do so, even with explicit privacy prompts.