What makes agent benchmarks harder to game than static...

Unlike static multiple-choice benchmarks, agent benchmarks are harder to game because they rely on dynamic, objective verifiers. Because the agent must interact with a real test suite or an external server, it cannot succeed simply by memorizing static outputs. The agent must demonstrate functional capability within the environment to pass the verification process.