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With Qwen3-8B as executor, RL-trained JITMEM reports 77.4 ALFWorld success rate, 61.1 WebShop score, and 32.8 WebShop success rate, exceeding the strongest listed write-time baseline by 16.2, 20.5, and 16.3 points respectively; the untrained JITMEM-base is competitive on ALFWorld but has lower WebShop score and success than SkillOS-base. · CiteArk