The data has been telling us for years that formal courses are a small, leaky part of the learning picture. AI doesn’t change that story. It removes our excuses.
It makes it easy to delegate weak course designs to agents, revealing how empty they always were. It makes it cheap to diagnose whether a course was ever the right answer. And it makes it economical to build the alternatives we always knew were pedagogically stronger.