Tesla's Optimus Gen 3 is set to debut in Q1 next year, capable of performing 3,000 tasks. Elon Musk announced plans for Gen 4 and Gen 5, potentially doubling tasks to 6,000. The robots aim to assist in various environments, including hospitals, while ensuring safety and advanced functionality through innovative AI and design.