accassar

The thing that stood out for me was the use of ngram hashes as an additional feature set. My understanding of this is that its typically used as a positional feature.

Is this a limitation of the byte patches in that the positional information needs to be augmented?

What percentage of the new code was written by an LLM?

And cooler magic to colour code your window borders. Effectively gives you a VM running Firefox and you only see the Firefox window.

This will let you run your email in one window, and click on a link to open it in another VM.

Runs Windows pretty well! I find that very convenient.

https://www.qubes-os.org/doc/templates/windows/

Qubes is great as a development platform. The simple integration of VM's into a desktop is surprisingly useful and seamless for day to day development, testing and work.

I've used it for a number of years.