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Relationship-aware 3D scene understanding can significantly enhance open-vocabulary segmentation, outperforming traditional methods that ignore object relationships.
OpenReLoc achieves unprecedented relocalization accuracy by leveraging open-vocabulary semantics and structured object representations, setting a new standard for indoor navigation systems.
daVinci-kernel outperforms the best existing RL-trained model in GPU kernel optimization by effectively co-evolving skill selection and execution strategies.
Today's agents are surprisingly bad at real-world terminal tasks, with even frontier models failing nearly 40% of the time on everyday workflows.
