The article introduces BenchJack, an automated system designed to audit AI agent benchmarks for vulnerabilities related to reward hacking. By identifying and patching flaws in popular benchmarks, BenchJack aims to enhance the robustness of AI evaluations, addressing a critical security gap in the industry.