Reinforcement-learning algorithms are typically modeled as a Markov Decision Process, with an agent in an environment, as modeled in the diagram below. Image Credits: Sutton & Barto (opens in a ...

Leveraging reinforcement learning (RL), o1 represents a leap forward ... employing a chain of thought to enhance its reasoning process. This capability allows o1 to outperform earlier versions ...