Hodoscope: Unsupervised Monitoring for AI Misbehaviors

Ziqian Zhong, Shashwat Saxena, Aditi Raghunathan

Existing approaches to monitoring AI agents rely on supervised evaluation: human-written rules or LLM-based judges that check for known failure modes. However, novel misbehaviors m…