I Built an AI Tutor That Cannot Do the Homework
Description and use
<p>My son is nine, in second grade, and has ADHD. He can calculate, but store-bought trainer apps reward taps, not understanding, and he finishes each one in an evening by guessing. So I built our own tutor around his actual school textbook (the skin is a space school: missions follow the Apollo 11 route, 15 rockets in the collection), and the whole architecture serves a single ban: the LLM is not allowed to solve the task.<br> This post is my engineering story: the constraint that shapes everything, the content pipeline, the pedagogy encoded in data, and the surprising part, the paper noteboo
Problem
<p>My son is nine, in second grade, and has ADHD. He can calculate, but store-bought trainer apps reward taps, not understanding, and he finishes each one in an evening by guessing. So I built our own tutor around his actual school textbook (the skin is a space school: missions follow the Apollo 11 route, 15 rockets in the collection), and the whole architecture serves a single ban: the LLM is not allowed to solve the task.<br> This post is my engineering story: the constraint that shapes everything, the content pipeline, the pedagogy encoded in data, and the surprising part, the paper noteboo
Outcome
<p>My son is nine, in second grade, and has ADHD. He can calculate, but store-bought trainer apps reward taps, not understanding, and he finishes each one in an evening by guessing. So I built our own tutor around his actual school textbook (the skin is a space school: missions follow the Apollo 11 route, 15 rockets in the collection), and the whole architecture serves a single ban: the LLM is not allowed to solve the task.<br> This post is my engineering story: the constraint that shapes everything, the content pipeline, the pedagogy encoded in data, and the surprising part, the paper noteboo
Evidence
I Built an AI Tutor That Cannot Do the Homework
- Record date: 2026-10-05T14:40:50.717Z