# What if it could learn and update its own weights as it's being used?

> Source: <https://twitter.com/ashxhart/status/2108580126094963038>
> Published: 2026-10-10 19:27:21+00:00

Every open model ships frozen.
What if it could learn and update its own weights as it's being used? 
I have been working on a bit of engineering called Living Weights for about three months, and I think it's time to release it. 
The model becomes uniquely yours, no KV stashing, no MD files, no trickery.... just live learning. 😎
Unload the model, move it to another machine, and it still knows what you told it. Could this be the start of recursive self improvement for local AI? 
It drops in the latest TensorFold release today, with support for
