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, world models, and hybrid architectures evaluated by capability per parameter, watt and training data. The vision is practical robot intelligence without enormous datasets, large fleets or unrestricted
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; efficient hybrid reasoning; vision-language task decomposition; world models for prediction and planning; reactive-deliberative architectures; compute-aware evaluation; edge/cloud orchestration; and real
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