Finally, our poor undergrad Victoria Li is at sci4DL presenting TWO POSTERS SIMULTANEOUSLY on joint work w/ Jenny Kaufmann using synthetic settings to explore random variation in OOD behavior and how mechanistic interpretations vary in- and out-of-distribution.

What is the Value of Human-Level AI to Education? | Dhruv Madeka Can LLMs help accelerate education in the developing world.

My AI tutoring post was inspired by an essay by Sham Kakade, Dhruv Madeka, and Dean Foster, pointing out that AI could help alleviate the global teacher shortage + the high cost of education (dhruvmadeka.com/post/llms_ed..., h/t Boaz Barak)

The Coming Army of AI Tutors Will AI revolutionize education?

Are we headed for a world where every student has a 24/7 1-1 tutor?

My takes on the AI tutoring landscape right now, and what’s coming: aiinterpreter.substack.com/p/the-coming... (tldr: “cheap + widely available” is a big deal even if the AIs aren’t human-quality at everything.)