I built a framework-free prototype learner that lets local LLMs learn and correct facts instantly (1.6x–4x faster than backprop)[R]

Excerpt

Hey everyone, I wanted to share a project I’ve been working on called Jayce . The whole thing started because I was watching a toddler named learn the names of stuff He didn't need to completely rewire his brain or look at ten thousand examples to figure a word out—he just needed a few specific examples and quick corrections from his parents. It got me thinking about local LLMs. Right now, dealing with catastrophic forgetting is a massive pain. If you want a local model to remember a new fact, y