An operation is generated in which a robot can perform work without causing interference with a surrounding structure within a movable range of the robot. The robot teaching device relates to a work teaching device that teaches work to a robot that holds and moves a held object. The device includes a teaching pose measurement unit configured to measure and/or calculate a teaching pose that is a pose of the held object during teaching work, and a robot operation generation unit configured to generate a joint displacement sequence of the robot such that a pose of a held object of the same type as the held object whose teaching pose is measured becomes the same pose as the teaching pose.

A flexible robotic kitchen assistant automates the preparation of food items. The robotic kitchen assistant includes a robotic arm, a sensor assembly comprising a plurality of cameras aimed at a kitchen workspace for preparing the food items, a controller operable to move the robotic arm, and a processor. The processor is operable to command the robotic arm to perform a food preparation step on the food items in the kitchen workspace based on order information, recipe information, kitchen equipment information, and camera data. The system is capable of performing a wide range of tasks commonly used in residential and commercial kitchens and is able to work collaboratively with and in close proximity to human kitchen workers.

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for using simulated local demonstration data for robotic demonstration learning. One of the methods includes receiving perceptual data of a workcell of a robot to be configured to execute a task according to a skill template, wherein the skill template specifies one or more subtasks required to perform the skill, wherein at least one of the subtasks is a demonstration subtask that relies on learning visual characteristics of the workcell. A virtual model is generated of a portion of the workcell. A training system generates simulated local demonstration data from the virtual model of the portion of the workcell and tunes a base control policy for the demonstration subtask using the simulated local demonstration data generated from the virtual model of the portion of the workcell.