IterAI: An AI Coding Mentor That Learns From Your Failures Using Memory

We Built a Coding Mentor That Remembers Your Mistakes “Did it seriously just tell me I always mess up recursion?” We paused for a second and just stared at the screen. The model wasn’t just answering the question—it was pointing out a pattern we never explicitly told it about. That was the moment IterAI stopped feeling like just another chatbot… and started feeling like something that actually understands how people learn. What We Built Most AI coding tools today are really good at one thing: giving answers. You paste your code, they fix it, maybe explain a bit, and you move on. But here’s the problem—most of the time, you don’t actually learn anything. So we built IterAI, a coding mentor designed around a simple idea: learning should come from your mistakes, not just correct answers. Instead of treating every interaction as brand new, IterAI remembers what you struggled with and uses that to guide you next time. At a high level, it has three main parts: A chat interface for coding que