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ATLAS reveals that understanding both immediate request trajectories and long-term user interactions can dramatically enhance the performance of industrial tool-use agents.
ES not only outperforms GRPO in reasoning tasks but also reveals that substantial parameter updates don't equate to widespread functional changes in LLMs.
