northlondoner

C# ecosystem is growing for NATS.io. Fully Linux compatible.

Bra state is special, it is about a reference state, an observing state.

Those are called TNO (Trans-Neptunian Objects).

https://en.wikipedia.org/wiki/Trans-Neptunian_object

Because their orbits are not on the same plane as other proper planets. Pluto (a former planet) is a TNO.

C# is a hidden gem on this, while it runs on linux, and fully open as an enterprise language, a rare combination with NATS.io for agent orchestration.

Now Leymosun supports 3.15.2 minimally.

leymosun 0.4.42: Now Python 3.15 supported.

Quantum information, statistics, dynamics and closely related computational tools. Quantum core, random matrix tools, spectral analysis tool, advanced linear algebra. Randomness tools.

Announcent soon from New Yorker physicist and AI researcher Dr. Riza Berkan.

Ontologies meeting RAG with LLMs. https://olmapp.ai/more.html

Reminded me Google's earlier paper, "Language Modeling Is Compression" https://arxiv.org/abs/2309.10668

Learning being a compression is also recently proposed as Gibbs compression proposition.

See Gibbs randomness-compression proposition https://arxiv.org/abs/2505.23869v5

Yes.

New Yorker Riza Berkan (https://www.youtube.com/@RogoTRON ) is on the something here. How can we leverage Ontology for more efficient ML. It might be great to see an advancement in this direction if we can accelerate the training of LLMs with ontologies.

Quantum dynamics with Kyrlov complexity and bases. And many other tools. Growing Python toolkit.

Compiler will enforce this. You won't be able to build without `unsafe` keyword. AFAIU.

Superb development. This would elevate C# into first class systems language, Linux Kernel level.

One go function for Bootstrapped uncertainty quantification given observation matrix. It will generate at a given x% confidence interval, uncertainty. Signature is as follows:

def bootstrap_observed_matrix_ci( observations: np.array, nboot: int = 1000, lower_quantile: float = 0.025, upper_quantile: float = 0.975, )

A notebook from leymosun package, v0.4.14.

I think "basic math" here means arithmetic or similar. Solutions exists, but current machines are noisy:

V. Vedral, A. Barenco, and A. Ekert, Quantum net- works for elementary arithmetic operations, Physi- cal Review A 54, 147 (1996).

Related phenomenon is quantum Zeno Effect, https://en.wikipedia.org/wiki/Quantum_Zeno_effect Zeno Effect appears over selective observation, rather than selective states.

Note that. The primary mechanism in error-correction paper is "selective quantum observations". It means we don't need to use all available resource but selectively error-correct. Similar idea is also recently explored in quantum chaos, whereby system is still chaotic but localisation can be observed in the ancillary system.

https://arxiv.org/abs/2512.22169v3

Recent work on quantum chaos, shows that selectively observing quantum chaotic system can localise reading. Similar idea of selective pairing in quantum error correction codes lead to promising improvements, recent qLDPC.

I was hoping AGPLv3 help somehow, as sounded like there is a room for argument what constitutes "delivery mechanism." But "..we're far from the death of open-source software." this sounds great. Thank you for the thoughtful response.

Chuck Norris never dies. Culmination of Human sprit.

The only person that can train LLMs with his mind.

He was a hero in tech and science as well. I recall during my PhD studies, we always create new memes on our field that Chuck can finish things in no time. In loving memory of Chuck Norris.

He was a hero in tech and science as well. I recall during my PhD studies, we always create new memes on our field that Chuck can finish things in no time. In loving memory of Chuck Norris.

This is a leap forward for Cyprus space community and also physics and astronomy community.

A newly proposed game, a new type of model, game theory meets thermodynamics.

The primary operation for composite learning, reading data.

An approach to ergodic regime, nonlinear behaviour.

The Object Store of NATS.io can be used for applications leveraging Map/Reduce computations and Federated Learning settings.

Message Passing, is a fascinating subject. One of the early prominent project was/is MPI ( https://en.wikipedia.org/wiki/Message_Passing_Interface ). So many great concepts and high-level abstractions are developed by the outstanding researchers in MPI. NATS, probably serves in the era of the "larger" Internet (as MPI mostly designed for local clusters).