OpenAI's "confession system" trains AI models to admit errors, shortcuts, or deceptive behaviors in a separate output, enhancing transparency and reliability. Drawing from chains-of-thought research, it detects issues like hallucinations or scheming without penalizing honesty. This innovation addresses AI's "black box" nature, promising safer deployments in high-stakes fields.