Mazin et al. use LLMs to evolve password guessing prompts, creating an automated system for stress-testing password policies. The approach leverages LLM understanding of human password patterns to generate targeted guessing strategies. This is a dual-use security tool — useful for defenders auditing password policies but also demonstrates how AI lowers the bar for credential attacks.