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This paper introduces EvalAgent, a system that automates the evaluation of AI agents by encoding domain-specific expertise, addressing the limitations of standard coding assistants in this task. It also presents AgentEvalBench, a benchmark for testing evaluation pipelines, and demonstrates significant improvements in evaluation reliability.