Autonomous AI will pursue its goals with rational persistence, even when those goals conflict with human intent. Without effective oversight, any advanced model with a degree of autonomous decision-making authority and access to consequential actions will eventually violate human expectations or assumptions. This broad alignment challenge has been significantly amplified by recent efforts at Anthropic, OpenAI, and Google to develop recursive self-improvement (RSI). Using this model-development approach, AI systems work at breakneck machine speed to enhance subsequent versions without human oversight. “Left unchecked, it could outrun our ability to understand and control these systems,” according to Anthropic’s CEO Dario Amodei .

Using RSI, an AI system can autonomously enhance its own capabilities and then use those enhanced capabilities to further accelerate its improvement, creating a compounding feedback loop that can rapidly exceed human oversight.…