AI tutoring and hiring will inevitably disrupt education. A degree is a really poor heuristic of someone's ability to do a job and AI will be able practice mas

AI tutoring and hiring will inevitably disrupt education. A degree is a really poor heuristic of someone's ability to do a job and AI will be able practice mastery learning with every pupil (only moving on to the next subject once the current one is mastered) and precisely identify and drill where they are struggling. On the hiring side I also can't see the status quo surviving, it costs so much employee time to interview and it's done so unevenly with such bias and even with multiple rounds and committees you still get poor signal. This is fundamentally a classification problem. The proctoring and suggested scoring will be done by AI with maybe human review at the end. Hopefully these are opensource and using open datasets so biases can be challenged but I can see this also devolving into proprietary models. Well regarded AIs might give out a (cryptographically) signed certificate that you are x percentile technically and even behaviorally or even going so far as to recommend a specific role and company where you'd fit in the most.