J. R. R. Tolkien wrote about exactly this, a situation he termed a eucatastrophe, so common in fairy tales: “the joy of the happy ending: or more correctly of the good catastrophe, the sudden joyous ‘turn’ . . . is a sudden and miraculous grace: never to be counted on to recur.” Correctly used, AI can create local eucatastrophes, where previously tedious or useless work becomes productive and empowering. Where students who were left behind can find new paths forward. And where productivity gains lead to growth and innovation.
