I Taught My Coding Agent to Remember Mistakes

I Taught My Coding Agent to Remember Mistakes “Why does it keep giving me the same answer?” I asked myself this after my AI coding assistant explained a simple loop error to me for the third time — exactly the same way, as if nothing had happened before. It didn’t matter that I had already made that mistake multiple times. The system had no memory of it. That’s when I realized: the problem wasn’t intelligence — it was memory. The Problem: AI That Forgets Everything Most AI coding assistants today are powerful, but they have one major limitation — they are stateless. They: Don’t remember past mistakes Don’t track learning progress Don’t adapt explanations So if a user repeats the same error: The AI gives the same response Learning doesn’t improve The experience feels robotic That’s not how real learning works. A real mentor remembers your weaknesses and adjusts how they teach you. I wanted to build something closer to that. What I Built I built an AI Coding Mentor that learns from user