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Faithful reasoning in VLA models can boost policy responsiveness to rare scenarios by 1.6x compared to state-of-the-art approaches, revealing a critical gap in current alignment strategies.
Competition in AMoD systems fundamentally alters learned behaviors, leading to lower prices and distinct fleet positioning patterns, challenging the assumptions of single-operator optimization.
