Our AI Tutor Never Forgets Your Mistakes - Here's How We Built the Memory

Kinjal Jain | Team Clarion | Code Mentor AI "Six of us. Six different laptops. Six different weeks. The same off-by-one error on a loop problem — and every single time, LeetCode handed us the same generic hint like it had never seen us before. Scrimba taught us beautifully, but the moment we closed the tab, it forgot us completely. That gap — between a platform that grades you and one that actually learns you — kept coming up every single time our team sat down to talk about what we'd build. Code Mentor AI started as a shared frustration across six people. Hindsight is what turned it into a solution." The Problem With Every Platform We Loved LeetCode grades you. Scrimba teaches you. But neither of them remembers you. Every session is a clean slate. The platform has no idea you've failed the same loop boundary problem three times, or that you always forget to handle null before dereferencing. You get the same hint. You make the same mistake. You wonder why you're not improving. Code Men