I think that the first revolution to come from LLMs will be in education. Tutoring is a HUGE industry that creates massive achievement gaps between haves and have-nots. China went as far as banning tutoring because desperate parents would bankrupt themselves trying to give their kids a leg up. To be sure: GPT-3 makes mistakes. It struggles with leading questions, perfect/correct code, sparsely trained subject areas. But when it comes to trying to help give intuitions to a high school chemistry student, the stakes are low and the training data is good enough.

Imagine a world where every child alive had access to unlimited 24/7 pseudo tutoring offered by robots who were almost as smart/correct as actual tutors? How many millions students just "give up" every day because while they can find thousands of pages of facts/guides/lessons about a subject, there are zero results that are custom tailored to their exact gap in understanding? As a student,

Google can give you endless facts about a subject that you can ram your head against until a subject makes sense.

Chat-GPT can give you intuitions and explain the exact part that confused you with as much detail/complexity as you want!

You wouldn't even need to call it AI or a tutor (so students don't wrongly give 100% trust). It could be a peer. You could call it "My Study Group's Best Guess". How much further could students get in high school with a 24/7 tutor beside them?

"Hi study group, I don't understand how my teacher jumps between steps 3 and 4 for this proof in Geometry class. Can explain it in simple terms?"

"Hi study group, why did my flask turn blue when I did xyz in chemistry class? Everyone else had theirs turn pink."

"Hi study group, I wrote "cosin - sin = co" on my math test but my teacher put a big x on my problem without telling me why."

"Hi study group, why is the x "number of cars" on this homework problem XYZ"

Millions of students give up trying to understand challenging subjects every day. LLMs can dramatically lower the difficulty of absorbing new ideas. In 10 years, LLMs can likely raise SAT/ACT scores 20-30% and help more students finish the key math/science prerequisites for STEM careers in high school instead of college!