The AI Stability Imperative: Human and AI Co-Evolution Over the Next 25 Years

The Catastrophe Waiting to Happen. Self-learning AI is already deployed -- for medical diagnosis, financial trading, military systems, and critical infrastructure. And it's inherently unstable. As these systems adapt continuously, small errors compound silently. Reward-hacking emerges. Goals drift. Policies oscillate. Then: catastrophic failure -- often in production, often irreversible. The traditional response (bolt-on safety measures, post-deployment fixes) is obsolete. If an AI can modi...