2026-09-21 · America/Los_Angeles · 社区动态 · #12

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

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, you're usually stuck spinning up a heavy RAG pipeline or risking its existing weights with slow,…

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