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      <title>Enviro-Mental Gymnastics: Why Cross-Environment Agents Still Trip Over Their Own Feet</title>
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      <description>AutoEnv shows why agent learning needs diverse environment testing, adaptive learning methods, and fewer victory laps from single-demo performance.</description>
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