Hospitals trumpet robotic surgery as innovation. Surgeons market it as progress. Manufacturers insist the technology is safe. But when things go wrong, everyone insists it was someone else’s fault.

Lerrel Pinto says the key to building useful home robots is helping them learn from their mistakes. Lerrel Pinto is one of MIT Technology Review’s 2023 Innovators Under 35. Asked to explain his work, ...