Verifier

The component of an RL environment that decides whether an agent's attempt at a task succeeded, producing the reward signal the model learns from. Verifiers range from automated checks, like passing tests in a codebase, to expert-written rubrics scored by humans. Verifier quality is what separates environment vendors, because a weak verifier gets gamed and a mislabeled reward trains the wrong behavior at scale.