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cs.RO

Should robots outsource their brains to tools?

Xueyang Zhou, Zijia Wang, Qianjiang Li, Yibo Hu, Guiyao Tie, Li Wan, Yidan Liu, Pan Zhou, Lichao Sun, Yongchao Chen

May 26, 2026

Current embodied AI systems jam perception, reasoning, and control into one model, making them brittle. This work decouples capabilities into independent tools—specialized modules for seeing, thinking, and acting—that a robot calls on as needed. Testing on navigation and household tasks shows 31–36% gains, but reveals the real bottleneck: models are poor at deciding *when* and *which* tools to invoke, not at executing them.
Published as Enabling Extensible Embodied Capabilities with Tools arXiv:2605.26637
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