The world model at work

We find strange behavior without being told what to look for. On a third-party reconstruction of the OpenAI/Hugging Face incident, 24 of the top 30 runs our world models flagged were agent-breakout attempts. On other datasets we zero-shot detected agents trying to backdate their activity, write novels one character at a time, and other strangenesses.