Tesla unveils Optimus Academy to let humanoid robots teach themselves

Tesla has a new school, and the students are made of metal. The company introduced Optimus Academy, a training program where its humanoid robots learn real-world tasks by actually doing them. The reveal came during Tesla’s Q3 2026 earnings call on October 21, 2026. It addresses a problem that has quietly shadowed the Optimus project from the start: where does a robot get its experience? Inside Optimus Academy Tesla describes the Academy as a large-scale internal initiative. Early Optimus units will be put to work on real-world tasks, and the data they generate will feed back into the robots’ artificial intelligence models. The method resembles what AI researchers call “self-play.” The robots improve by attempting tasks, logging what happens, and refining their models from the results. CEO Elon Musk compared the process to how a toddler learns. Scale is where the plan gets ambitious. Musk indicated that Tesla intends to produce between 10,000 to 20,000 Optimus robots specifically for the Academy. The goal of that fleet is scalable task practice and rapid model refinement. Tesla is also preparing a new video, expected within the next couple of months, to show the robots performing AI...