Coherent Education: Theory and Methodology for Building Learning Systems Based on Observer-Dependent Theory of Everything

Когерентное образование: теория и методология построения обучающих систем на основе наблюдатель-зависимой теории всего

Anton Pankratov(independent)·
educationcoherencelearning systemsAIfour-stroke cyclegolden ratioSKW matrixcognitive coherencedimensionalitystrange loopgroup dynamics

Abstract

Abstract

EN

Theory of coherent education based on ODTOE formalism. Learning formalized as spiral process of growth in observation operator dimensionality d and complexity of cognitive coherence B. Four levels: (1) individual coherent learning with four-stroke cognitive cycle governed by B=F^w1·E^w2·(1−σ)^w3·Λ^w4; (2) group coherent learning with minimal stable group of five participants; (3) personal tracks 'human + AI' with AI as external operator; (4) group systems 'group + AI' with AI as coherence assistant. Golden ratio φ determines optimal ratio of expansion-compression phases. SKW matrix proposed as elementary unit of coherent education.

Аннотация

RU

Теория когерентного образования на основе формализма ODTOE. Обучение формализуется как спиральный процесс роста мерности оператора наблюдения d и усложнения когнитивной когерентности B. Четыре уровня: (1) индивидуальное когерентное обучение с четырёхтактным циклом; (2) групповое с минимальной группой из пяти участников; (3) персональные треки 'человек + ИИ' с ИИ как внешним оператором; (4) групповые системы 'группа + ИИ' с ИИ как ассистентом когерентности. Золотое сечение φ определяет оптимальное соотношение фаз расширения и сжатия. SKW-матрица предложена как элементарная единица когерентного образования.

摘要

ZH

基于ODTOE形式主义的相干教育理论。学习形式化为观察操作符维度d增长和认知相干性B复杂化的螺旋过程。四个层级:(1)个体相干学习,具有四冲程认知循环;(2)群体相干学习,最少五名参与者;(3)个人轨道'人+AI';(4)群体系统'群体+AI'。黄金比φ决定扩展-压缩阶段的最优比率。SKW矩阵作为相干教育的基本单位。

Subjects & Identifiers

Subjects:
General Physics (physics.gen-ph) · education · coherence · learning systems · AI · four-stroke cycle · golden ratio · SKW matrix · cognitive coherence · dimensionality · strange loop · group dynamics
Category:
Physics and Technology
Authors:
Anton Pankratov (independent researcher)
Submitted:
Last modified:
Languages:
Russian (primary), English
Permanent URL:
https://odtoe.org/en/articles/coherent-education
Journal:
Observer-Dependent Theory of Everything (ODTOE Corpus)
Comments:
For research collaboration or corrections, contact via /contact. Citations and academic engagement welcome.

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APA-like
Pankratov A. "Coherent Education: Theory and Methodology for Building Learning Systems Based on Observer-Dependent Theory of Everything." Observer-Dependent Theory of Everything, odtoe.org, 2026. https://odtoe.org/en/articles/coherent-education
BibTeX[ click to expand ]
@article{pankratov2026coherentEducation,
  author    = {Pankratov, Anton},
  title     = {Coherent Education: Theory and Methodology for Building Learning Systems Based on Observer-Dependent Theory of Everything},
  journal   = {Observer-Dependent Theory of Everything},
  year      = {2026},
  month     = {Feb},
  url       = {https://odtoe.org/en/articles/coherent-education},
  publisher = {odtoe.org}
}
RIS (EndNote / Reference Manager)[ click to expand ]
TY  - JOUR
AU  - Pankratov, Anton
TI  - Coherent Education: Theory and Methodology for Building Learning Systems Based on Observer-Dependent Theory of Everything
JO  - Observer-Dependent Theory of Everything
PY  - 2026
DA  - 2026-02-07
UR  - https://odtoe.org/en/articles/coherent-education
PB  - odtoe.org
ER  - 
Coherent Education: Theory and Methodology for Building Learning Systems Based on Observer-Dependent Theory of EverythingEN