Is there a pip installable version?

Not yet, but coming...

What, no reference to quantum or crypto?

Will there ever be a llama12? Is it going to go the yolo route?

How was the attack detected in the first place?

Was it this one? https://infini-gram.io/

What does it mean nowadays to start from scratch? At least in the open scene, most of the post-training data is generated by other LLMs.

They had to start with a base model, that part I am certain of

Why doesn't this apply to any kind of cached content?

I guess that you can do fingerprinting with any cached content, but the insane persistency of favicon's cache makes this much more concerning.

If caching is bounded in time, can't you use other fingerprinting methods to seal the gaps?

Google's move is very good for the web. By pushing app makers away from walled platforms, you turn them to standardized, open ones such as the web.

> Bring Your Own Language

Few-shot new languages is going to be a game changer for linguists

Not tested on that particular model, but the idea has been flying around for some time: https://arxiv.org/abs/2509.04166v1