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Learned verification strategies, not LLM scale, unlock reliable GUI agent rewards, outperforming GPT-5.4 by 5.36 points with drastically fewer verification tokens.
LLM agents are stuck in local adjustment loops, unable to adapt their training strategies despite having the resources to do so.