LiveBoundary: boundary-guided online adaptation with native PyTorch parameter updates

Hello, I am sharing LiveBoundary, a free and open-source PyTorch research library for persistent, boundary-guided online adaptation through native model parameter updates. Repository: The project investigates a narrow question: can verified facts, corrections, and explicit operating boundaries be written into a model’s native parameters, survive a fresh-process restart with all training context removed, and still pass retention and usefulness checks? The reference implementation includes: ...