Have you looked at Titan and MIRAS where they use online/updating associative memory that happens to be read out via next-token prediction?

https://research.google/blog/titans-miras-helping-ai-have-lo...

https://arxiv.org/abs/2501.00663

https://arxiv.org/pdf/2504.13173

Much research is going into these directions, but I'm more interested in mind-wandering tangents, involving both attentional control and additional mechanisms (memory retrieval, self-referential processing).

Memory in world models is interesting. But I think the main issue is that its holding everything in pixel space (its not, but it feels like that) rather than concept space. Thats why its hard for it to synthesise consistently.

However I am not qualified really to make that assertion.

You can do specialized SLMs with different roles working on problems. Also deterministic workflows. That is what I gathered its use. I know last year, multi-agent scenarios were topping to benchmarks but I don't know if 2025 has been the same.

Start with ReactOS and go from there.

So look at the dependency tree and add back what is missing. We are hackers here afterall.

Linux is behind Windows wrt (Hybrid) Microkernel vs Monolith, which helps with having drivers and subsystems in user mode and support multiple personalities (Win32, POSIX, OS/2 and WSL subsystems). Linux can hot‑patch the kernel, but replacing core components is risky and drivers and filesystems cannot be restarted independently.

It is also common for authors to misspell names (proper nouns) in an attempt to determine who leaks docs (and to force non-matches for FOIA requests).

Random side fact but this was also a thing map makers did back in the day. Including fake towns. In that way they could identify who was stealing their work.

If you want to fingerprint text you can also do it by small insignificant changes to text which doesn't change the meaning.

If you have a number such locations with alternatives then you can make a number of identifiable versions by combining alternates.

Are those 404 links available on web.archive.org?

Cloudfare and Hetzner should see this vulnerability of their own making and DO SOMETHING about it.

Could it pick up a THz chirp signal?

I think taking key points from a session and making a new skill is less useful than "precaching" by disseminating the key findings and updating related or affected skills, eliminating the need for a new skill (in most cases).

On the other hand, from a pure functional coding appeal, new skills that don't have leaking roles can be more atomic and efficient in the long run. Both have their pros/cons.