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University of Waterloo
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Agents can achieve up to 5.8% higher success rates by learning a reusable "experience tree" directly from data, bypassing LLM-generated skills and enabling true generalization.
Shifting the focus from visual perception to direct program state access can boost agent success rates while slashing costs by nearly 9x.
