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Action-conditioned world models may be failing in fundamental ways, with systematic degradation in simulator fidelity revealed by a new diagnostic framework.
Localized latent reasoning can slash inference latency while maintaining competitive accuracy, challenging the need for larger models or lengthy reasoning chains.