端到端学习
训练单个神经网络直接从原始传感器输入(图像、本体感受)映射到机器人动作,无需手工设计的中间表示或模块化管道。端到端学习避免了模块化系统的信息瓶颈,但需要更多训练数据且更难解释。VLA模型代表了端到端机器人学习的前沿。

Open 7-DoF arm, bimanual-ready. Ships from San Francisco with pilot data-collection packages from $2,500.

90+ platforms — humanoids, arms, quadrupeds, dexterous hands, and teleoperation kits. In-stock hardware ships in 48 hours.

Hardware-synced demonstrations for VLA and imitation learning. Download in LeRobot, HDF5, or RLDS format.

From first arm on the bench to a policy that survives a real workcell — the Robotics Center pipeline in three steps.

Low-latency data-collection glove for dexterous manipulation. From $5,500, ships from San Francisco.

Unbox, calibrate, and run your first autonomous walk. Includes ROS 2 bringup and teleop quickstart.
训练单个神经网络直接从原始传感器输入(图像、本体感受)映射到机器人动作,无需手工设计的中间表示或模块化管道。端到端学习避免了模块化系统的信息瓶颈,但需要更多训练数据且更难解释。VLA模型代表了端到端机器人学习的前沿。
