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The Morin transition in hematite is driven by a rapid decrease in uniaxial anisotropy, not the Dzyaloshinskii-Moriya field, as revealed by precise magnon velocity measurements.
Robots fail out-of-distribution because monolithic VLA policies hide task state and recovery logic; treating physical execution as inspectable, debuggable code enables closed-loop failure recovery and continuous self-evolution.
