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Instant AI assistants are now feasible on smartwatches: 8M-parameter models can kickstart responses locally, hiding cloud latency with surprisingly high quality.
Learning robotic reward functions from a million trajectories reveals that comparing entire trajectories, not just individual frames, unlocks better generalization and learning from suboptimal data.