Embodiment is emerging in LLMs
Embodied capability is emerging in language models: within the Qwen family it jumps sharply in recent generations.
Evidence in preparationBuilding the open foundations for agents that act in the physical world.
Embodied capability is emerging in language models: within the Qwen family it jumps sharply in recent generations.
Evidence in preparationA unified harness for robot use. uni-robot-agent connects open models, simulators, and real robots through shared, independently configurable tools, giving objective evaluation and generalizable agentic training a common foundation.
Robot-use agent scores on embodied leaderboards are climbing fast. We find three loopholes that inflate them: unfair execution budgets, verifier information leaking to the agent, and skills overfit to the test tasks, and propose an evaluation contract that closes them.