In February 2026, researchers at Irregular published a detailed post about LLM-generated passwords, showing how passwords generated by LLMs follow notable patterns and are generally highly predictable.

The root cause is fundamental: LLMs are optimized to predict probable outputs, which is the exact opposite of what secure password generation...