Google has started addressing this. I hope it becomes part of web standards soon.
https://developer.chrome.com/docs/ai/built-in
"Since these models aren't shared across websites, each site has to download them on page load. This is an impractical solution for developers and users"
The browser bundles might become quite large, but at least websites won't be.