Artificial intelligence is powering everything from AI trading agents and autonomous systems in finance to automated DeFi workflows and industrial control systems. That speed and autonomy bring huge benefits faster execution scalable algorithmic trading and smarter portfolio optimization. But autonomy also introduces a new risk: what happens when an AI agent behaves unpredictably is hijacked or simply learns the wrong thing? That’s the problem space of rogue AI and protecting systems against it is critical for AI security machine learning governance and resilient operations.