About the Organisation
SNT CoreX Dynamics is a research organisation advancing a unified theoretical framework across mathematics, neuroscience, and machine learning — built independently, published peer-reviewed.
SNT CoreX Dynamics is an independent, pre-startup deep-tech research initiative founded in 2025 by Durhan Yazır in Antalya, Turkey. It was established to develop and formalise the SNT operator framework — a program bridging pure mathematics with applied machine learning and biological neural dynamics. Operating without institutional affiliation, all research directions are selected based on mathematical necessity and scientific merit alone. The initiative is on a clear roadmap toward becoming a formally registered research organisation.
Our work is organised around the SNT framework — seven canonical operators acting on structured state spaces, anchored by the seven-operator Lie algebra G₇ and the CoreX Spark constant φ★ = (1+√5)/2. From this algebraic foundation, we derive results in operator theory, connectome dynamics, and KV-cache optimisation for large language models. Every result is computationally verified and reproducible.
All manuscripts target peer-reviewed journals across mathematics, computer science, and interdisciplinary science. Every paper includes complete formal proofs, SymPy-verified computations, and open experimental pipelines. Papers share operator definitions, algebraic constants, and benchmarking methodology — forming a coherent program rather than isolated contributions. Affiliation on all submissions: SNT CoreX Dynamics, Independent Research Initiative, Antalya, Turkey.
SNT CoreX Dynamics maintains a strict standard: no results are presented without formal derivation or experimental validation. We do not speculate — we derive, simulate, verify, and publish. The CoreX Spark constant φ★, the G₇ algebra structure, and all LLM benchmarks are fully documented and independently replicable. As an independent initiative, transparency is not optional — it is the foundation of credibility.
SNT CoreX Dynamics currently operates as an independent, pre-startup research initiative — a deliberate choice that preserves full intellectual autonomy during the foundational phase of the SNT program. The trajectory is clear: independent researcher today, research collective or registered institute tomorrow. As peer-reviewed publications accumulate and the SNT framework matures, the initiative will transition toward formal organisation — whether as a deep-tech research startup, a registered research institute, or a collaborative entity. This transition will be driven by the strength of the science, not administrative timelines. In the interim, all work is conducted with the rigour, transparency, and accountability expected of any established research body.
Continuously exploring new theoretical horizons with rigorous mathematical foundations.
Transforming theoretical results into verified, reproducible computational systems.
Iterating across domains — mathematics, biology, AI — within a unified framework.
Full research independence, unconstrained by institutional agenda or external mandate.
Scientific honesty, transparency, and ethical standards in every result we publish.
Contributing meaningfully to human knowledge through peer-reviewed, reproducible science.