What is zero knowledge AI?

Could you elaborate on the concept of "zero knowledge AI"? How does it differ from traditional AI, and what are its potential benefits and drawbacks? Is it a recent development, or has it been around for some time? What applications could it potentially have, and what challenges does it face in terms of adoption and implementation? Additionally, how secure is this technology, and what measures are in place to ensure that private information remains protected?