The next era of artificial intelligence belongs to long horizon reinforcement learning. Instead of just answering prompts, advanced agents are learning to execute complex, multi-step tasks over hours and days. While this shift unlocks trillions in economic value and reorders global tech leadership, it introduces critical safety challenges like reward hacking. Building agents that persist is the easy part. Building agents that align with human intent is the real challenge.