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LLM agents trained with MCGPO achieve up to 5.16% higher success rates by intelligently reusing rollout data and constructing context-aware action preferences.
Standard information retrieval methods can match LLM-mediated skill selection for agents, slashing per-task costs from $51 to $27.
