Why My AI Tutor Improved With Hindsight

Dev.to AI
Generative AI

Our AI tutor used to treat every submission like the first one - until Hindsight let it connect attempts, and suddenly it stopped explaining errors and started predicting them. What I Built (and Why It Wasn’t Working) I’ve been working on a coding practice platform that behaves less like a judge and like a tutor. You write code, run it, get feedback - but instead of a binary pass/fail, the system tries to explain what went wrong and nudge you forward.