NEUROLEARN: Curing AI tutor Amnesia

The Stateless Trap Let me paint a picture that keeps me up at night. You're using a "smart" learning app. It asks you a question. You get it wrong. The app explains the answer. You move on. Two days later, it asks you the exact same question - same wording, same context, same everything. You get it wrong again. The app, bless its heart, gives you the same explanation again. This isn't intelligence. It's amnesia with a UI. Most AI learning systems today are fundamentally stateless. They treat every interaction as if you've never met before.