Extend the concept of bug bounties to AI. “Bug bounty” programs have been popularized in the information security industry as a way to compensate individuals for recognizing and reporting bugs, especially those related to exploits and vulnerabilities. Bug bounties provide a legal and compelling way to report bugs directly to the institutions affected, rather than exposing the bugs publicly or selling the bugs to others. Typically, bug bounties involve an articulation of the scale and severity of the bugs in order to determine appropriate compensation.