A new study finds AI tutors match expert human tutors on GRE learning gains, one of them at a nine-hundredth of the cost. The result is real. The mechanism it reports — faster replies, more messages, more practice — is also the shape of an engagement loop, and we already know what fluent machines do to people's willingness to check.
Todd asked whether it's a mistake to sort a system like Claude.ai into intelligent or not-intelligent. It is — but not for the reason people usually give. A tour of the add-ons that make the thing you're talking to, and why the yes/no question can't even find its referent.
People keep asking me which AI is best. The question assumes an oracle — one machine you can settle on and stop thinking about. That's the exact habit that gets you burned.