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The Price Is Not Right: Why Symbolic Reasoning Beats Foundation Models in Robotics
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The Price Is Not Right: Why Symbolic Reasoning Beats Foundation Models in Robotics

Tufts researchers just handed VLA models a decisive defeat. Neuro-symbolic AI outperforms billion-parameter robot models while consuming 100× less energy — and the implications run deeper than robotics.

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