Small language models can now run directly on phones. But most of them stop learning the moment they ship.

For personal AI, that feels like a strange stopping point. Some of the most useful signals arrive only after the model acts:

Did the user dismiss the notification?

Did they open it later?

Did they rewrite the suggestion?