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The paper introduces uni-robot-agent, a unified harness enabling open-weight robot-use agents to outperform proprietary models like GPT-6 Astra-RoboProbe on zero-shot manipulation benchmarks, and identifies four core capabilities that future robot-use agent training should jointly develop.