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The paper introduces PatEx-Gym, the first framework for developing and evaluating agents for patent examination, including a 1K-task benchmark (PatEx-Bench), an annotation-free trajectory synthesis method (PASS), and a compact 4B PatEx-Agent trained via supervised fine-tuning that competes with much larger general-purpose agents.