learning using llms.
experiment 2 by moiz: an app, a paper, a demo and a skill to take.
app
openquill turns books into courses (no longer in development).
paper
my ucl meng thesis is on .
the correct answer trap
(“Catching the Correct Answer Trap: Diagnosing and Deploying AI Misconception Detection”, 2026. students sometimes get the right answer for the wrong reason, and ai tutors systematically miss it. read it)
demo
a small one on , from .
attention, not effort
(joan kept missing easy shots, so her coach fed her ten balls while she told herself what to do, ten while she tried harder, and ten while she just watched the ball:the book calls the voice in her head self 1. you can’t argue it quiet, but you can give it something to watch)
tell yourself what to do ###....... 3/10 try harder ##........ 2/10 just watch the ball #########. 9/10
the inner game of tennis
(w. t. gallwey, 1974, chapter 2)
skill
one to take, for claude: .
tutor
(a socratic tutor. it asks instead of telling, tracks what you’ve mastered, gets harder as you do, and re-tests you after every correction. tutor.SKILL.md)
elsewhere
back to moiz, or the other experiments: