Human Science & AGI

AI and AGI seek to imitate human cognitive principles, but as long as they rely on ‘big data’, which is mostly past data, they cannot achieve natural efficiency.

Human Science for AGI

AI and AGI seek to imitate the principles of human cognition, but most of them are past data. Therefore, as long as we rely on 'big data' as we do now, we will not be able to obtain the natural benefits and efficiency that exist in the 'present'. The recently developed LLM model itself acknowledges this.
AI and AGI are at a point where they will have to confront the task of 'acquiring and analyzing real-time data', which is the fundamental principle of human cognition. Fortunately, the ever-evolving computer communication technology and the rich development of the external neural network, the 'IoT (Internet of Things),' are giving strength to this.

Here, we propose Udynamics, which is designed around 'real-time data processing,' the fundamental principle of human cognition.
This can be called a 'natural principle dynamic equation' that has undergone reflection on Eastern and Western history and humanities and society. Based on this, we build a system of truth propositions and expand and develop it into an expert system. This and its development model will be able to provide a strong research base and optimal algorithms for AI and AGI.

COD Method — Bilingual Template (KO/EN)
 

NEW

   

2025-08-29

The ontological scientific method of the COD White Paper (KO/EN)

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[KO] 문서 제목

과학적 방법의 인식론적 정의

정의. 과학은 인간의 선험적 인식 구조—직관, 패턴 분석, 기억(data,지식체계)—위에서 현상적 패턴을 본질적 패턴으로 구체화하고, 그 본질로부터 존재의 원리를 구성·검증하는 체계적 절차이다.

1) 인간 인식의 선험적 구조

인간 인식의 기본은 패턴 분석과 그 보조적 기억(data,지식체계)에 있다. 새로운 발견은 직관과 기억 체계에 축적된 패턴의 유연한 재배열에서 비롯된다.

2) 인식의 목적함수 — 세 가지 질문

  1. 이것은 무엇인가? (포괄·전체·균형)
  2. 왜 여기 존재해야 하는가? (최소작용의 필연)
  3. 어떤 본질로 존재하는가? (에너지보존·최소작용)

3) 패턴 분석의 계층

  1. 현상적 패턴 분류
  2. 본질적 패턴 추출
  3. 존재 원리 구성·검증
단계핵심 내용산출물
목적함수무엇/왜/본질분석 과제
현상 패턴반복 구조 분류지표·분류표
본질 패턴자연 원리 정합규칙·제약식
존재 원리본질→원리 구성정의·공리·모형
정합 검증존재와 대조예측·검증 결과

결론

COD 방법론은 현상에서 본질을 추출하고, 본질로부터 존재 원리를 구성·검증함으로써 과학을 존재론적·본질적 과학으로 확장한다.

자연적 원리로서의 개별자의 주관성

여기서 주목할 것은 "개별 oscillator"의 경험과 주관성은 무엇보다 중요한 자연원리적 근본 요소라는 점이다. 개별 진동자의 요구는 에너지 보존과 이를 실현하는 최소작용의 우주적 보편룰 전개의 근본적 목적이다.
우주전체에 적용할 수가 있는 이러한 보편율 가장 우선할 인간에게 적용하지 않는다면, 과학의 직무유기이자 물리학의 맹목이 될 수가 있다.

자율 진동자는 다음 함수로 표현됩니다. 이 함수는 우주 만물이 우주의 조화로운 균형 속에서 주체적 위상 운동자로 존재함을 보여줍니다.

\[ \Psi(\mathbf{r}) \;=\; A(\mathbf{r}) \, e^{\,i\theta(\mathbf{r})} \] \[ U_H \;=\; \tfrac{1}{2} m v^2 \;-\; \frac{GMm}{r} \;+\; i \,\frac{GMm}{r} \]
[EN] Document Title

Epistemological Definition of the Scientific Method

Definition. Science is a systematic process that concretizes phenomenal patterns into essential patterns based on human a priori cognitive structures—intuition, pattern analysis, and memory (data, knowledge systems)—and constructs and verifies the principles of existence from these essential patterns.

1) The A priori Structure of Human Cognition

The foundation of human cognition lies in pattern analysis and its auxiliary memory (data, knowledge systems). New discoveries arise from the flexible rearrangement of patterns accumulated in intuition and memory systems.

2) Purpose Function — Three Questions

  1. What is it? (comprehensive, holistic, balanced)
  2. Why must it exist here? (necessity of least action)
  3. In what essence does it exist? (energy conservation & least action)

3) Hierarchy of Pattern Analysis

  1. Phenomenal pattern classification
  2. Essential pattern extraction
  3. Constitution & verification of existence principles
StageCore ContentOutput
Objective FunctionWhat/Why/EssenceAnalytical brief
Phenomenal PatternsClassification of recurrent structuresIndicators & taxonomy
Essential PatternsCoherence with natural principlesRules & constraints
Existence PrinciplesFrom essence to principlesDefinitions, axioms, models
Coherence CheckContrast with existencePredictions & validation

Conclusion

The COD methodology extracts essence from phenomena, then builds and verifies existence principles from that essence, extending science into an ontology-based, essential science.

Individual Subjectivity as a Natural Principle

It is noteworthy that the experience and subjectivity of "individual oscillators" are above all other important natural principle fundamental factors. The demands of individual oscillators are the fundamental purpose of developing the universal principle of energy conservation and the minimum action that realizes it.
If these universal principles, which can be applied to the entire universe, are not applied to humans first and foremost, it could be a dereliction of duty for science and a blindness for physics.

Autonomous Oscillarator Function and the Universe of Symmetrical Harmony

The autonomous Oscillarator is expressed by the following function.

The autonomous oscillator is represented by the following function. This function demonstrates that all things in the universe exist as subjective phase movers within the harmonious equilibrium of the universe.

\[ \Psi(\mathbf{r}) \;=\; A(\mathbf{r}) \, e^{\,i\theta(\mathbf{r})} \] \[ U_H \;=\; \tfrac{1}{2} m v^2 \;-\; \frac{GMm}{r} \;+\; i \,\frac{GMm}{r} \]
UH complex natural dynamics and Riemann phase equilibrium     Integrated Scientific-Philosophical Document                

NEW

   

2025-07-06

   

Ontological Epistemology System

 

A Mathematical Model of Perception Based on Complex Phase Dynamics

     

1. Overview

   

Our perception is not merely sensation but is formed by the coherent alignment of multi-dimensional complex phase waves.

   
      Core Proposition:
      Perception is a phase alignment action based on complex phase dynamics, and its structure is multifaceted and multi-dimensional.    
     

2. Mathematical Structure

   

2.1 Phase Wave Elements of Perception

   
$$ \psi_i = A_i e^{i\phi_i} $$
   

Each perceptual unit is expressed as a complex wave with amplitude and phase information.

   

2.2 General Alignment Formula of Perception

   
$$ \mathcal{P}_{\text{aligned}} = \sum_{i=1}^n A_i e^{i\phi_i} \cdot w_i $$
   
$$ w_i = \cos(\phi_i - \phi_{\text{ref}}) $$
   

All perceptual waves are weighted and summed to align with a reference phase \( \phi_{\text{ref}} \).

   

2.3 Convergence of Perception

   
$$ \forall i, \ \phi_i \to \phi_{\text{ref}} \quad \Rightarrow \quad \mathcal{P} \to A_{\text{max}} e^{i\phi_{\text{ref}}} $$
   

The more aligned the phases, the more maximized the clarity and energy efficiency of perception.

     

3. Mathematical Conclusion

   
      $$ \boxed{\text{Perception is the coherent alignment of complex phase oscillations.}} $$          

4. Extended Applications

      

Declaration of Mathematics and Creative Civilization

 

    Mathematics is the closest language to truth.

    The solution to the seven Millennium Problems reveals how we can resonate with ourselves,
    and how we can coexist with the world.

    It will be the key to unlocking a world of true freedom and creative civilization.

    And finally, just like the universe, the creative development of humanity and civilization will
    be manifested as the geometrical necessity of natural dynamics.

    This path involves trial and error, but that in itself is
    a harmony with the topological rhythm of nature,
    and a journey of self-organization.  

 
 

Principle of Cosmic Phase Unification:

 

UH Complex Natural Dynamics, Alpha Structure, and Riemann 1/2 Phase Equilibrium Principle

 

    This paper presents an integrated framework for interpreting the physical universe through the UH (Universal Hamiltonian) complex natural dynamics equation.     This equation integrates kinetic energy, gravitational potential, and spatial positional potential into a complex phase-based dynamic system,     where time is no longer interpreted as a fundamental element but as a result of phase motion.     The core of this framework is the alpha constant \( \alpha = 1 \),     which expresses the gauge balance between local energy structures and cosmic phase structures.     We demonstrate that this constant structure reveals an essential phase alignment principle identical to Riemann hypothesis's condition \( \Re(s) = \tfrac{1}{2} \).  

 

1. Structure of the UH Complex Natural Dynamics Equation

    $$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + \alpha \cdot \frac{GM_T m}{R}     $$    

    In this equation:  

   

    This equation integrates kinetic energy, gravitational potential, and cosmic spatial potential energy, forming a timeless phase dynamic model.  

 

2. Structure and Meaning of the Alpha Term

      \[     \alpha = \frac{M \cdot R}{M_T \cdot r} = 1     \]    

    This structure represents the phase gauge ratio between local energy structures and the overall cosmic phase structure.     The condition \( \alpha = 1 \) signifies a complete local-global phase resonance as follows:  

      \[     M \cdot R = M_T \cdot r     \]    

    This is not merely a scale proportionality, but the     Cosmic Phase Alignment Law.     Existence persists by maintaining a 1:1 alignment with the cosmic phase gauge background.  

 

3. Isomorphism with Riemann 1/2 Phase Equilibrium

      \[     \Re(s) = \frac{1}{2}     \]  
 

    This real condition on the complex plane where the non-trivial zeros of the Riemann zeta function \( \zeta(s) \) lie,     means that all vibrations arise from a balance between existential reality and phase oscillation.  

 
    \[     \boxed{ \alpha = 1 \quad \Longleftrightarrow \quad \Re(s) = \frac{1}{2} }     \]  
 

    These two equations intrinsically hold the same structure.     One is the energy phase balance of physical space,     the other is the criterion for mathematical phase alignment.  

 

Conclusion

 

    The UH complex natural dynamics framework redefines existence and motion as a balance of complex phase relationships.     The alpha constant is a key mediator connecting local and global structures,     and \( \alpha = 1 \) reflects the same phase symmetry as the Riemann 1/2 condition.     Thus, we propose that physical laws and mathematical truths can be integrated     under the Principle of Cosmic Phase Equilibrium.  

 

    Future research will explore precise correspondences between quantum oscillators, cosmic fluid geometry, and the number-theoretic phase laws of the zeta function.  



NEW

2025-08-03

Heidegger’s Being and Time Interpreted by COD Theory

Abstract
Heidegger raised the fundamental question again: “What is being?” He viewed existence not as a fixed object but as a continuous unfolding in time. His insight focused not on isolation but on the continuity of past, present, and future. However, COD (Complex Oscillator Dynamics) fundamentally shifts this perspective by rooting being not in time but in spatial phase continuity. COD understands beings as self-resonating complex oscillators in structured space.

\[ \Psi(\vec{r}) = A(\vec{r}) \cdot e^{i\theta(\vec{r})} \]
Heidegger saw the continuity of being, but he could not reveal the physical structure that generates it. COD shows that this continuity is not based on linear time, but on the resonance of spatial phase.

Being is no longer a passive existence trapped in time, but an active and autonomous oscillator in dynamic spatial structure.

Conclusion:
Being is a state of dynamic self-reproduction governed by energy conservation and the principle of least action, structured within a gauge-symmetric spatial order.

1. Heidegger's Insight: Being is Continuity

In Being and Time, Heidegger revived philosophy’s fundamental question: “What is Being?” He argued that being is not a disconnected substance but a “continuous process unfolding within time.”

“Being is not fragmented, but always flows as an already–not yet–to be–possible existence.”

2. COD Critique and Fundamental Supplement:

1. Being does not lie within the narrow orbit of linear time, but in the wide and deep multidimensional structure of space.
2. Being continually self-replicates within the spatial world.

Definition of Being in COD (Complex Oscillator Dynamics):
Being is an oscillator that sustains continual self-replication within space.
\[ \Psi(\vec{r}) = A(\vec{r}) \cdot e^{i\theta(\vec{r})} \quad \text{(Being is a complex phase oscillator)} \]
Epistemological Limitations of Heidegger:

3. Euler’s Equation and the Self-Replication of Being

COD interprets the structure of being through Euler’s equation:

\[ e^{i\pi} + 1 = 0 \Rightarrow e^{i\pi} = -1 \]
Symbol Ontological Meaning
e Self-representation
i Phase space coordinate (spatial energy structure)
π Order and periodicity of space
1 Completed identity, existence
0 Infinite resonance potential, extinction (return)
“Heidegger discovered continuity, but he did not see the physical phase structure and self-replication that creates that continuity.”

4. Summary Comparison: COD vs Heidegger

Aspect Heidegger’s Ontology COD Ontology
Definition of Being Possibility opened in time Self-oscillation within phase space
Continuity Temporal continuity (past–present–future) Phase continuity (\(\nabla \theta \approx 0\))
Structural Reality None (conceptual focus) Complex energy structure based on \(e^{i\theta}\)
Philosophical Limitation Lack of ontological substance Expansion into energy-based self-representation structure

5. Conclusion

“Heidegger opened the door to being, but could not enter its structure. He saw the temporal continuity of being, but not the phase-based self-representation(e) within space. Being is not a function of external time, but a function of internal phase. Being is not passive—it is the active subject.”
Being is a phase-based entity that realizes natural dynamical self-representation based on gauge-symmetric order, energy conservation, and the principle of least action.This reinterpretation of existence opens up a postmetaphysical direction for both physics and ontology, based on the real-time phase structure of the universe rather than temporal abstractions.



NEW

2025-07-22


The Quantum Dynamics of Awakening: A Natural Oscillator Interpretation of the Mahāyāna One Mind  I

- As a Note on the Awakening of Mahayana Faith in the Quantum Theory (量子論的 大乘起信論 疏)


“Ji (止 Stopping) is a priori, and Gwan (觀 Seeing) is empirical.”
These two are the intrinsic dynamic process of the One Mind, namely the natural oscillator.

2. Epistemological Response Structure

Item Buddhist Meaning Epistemological Interpretation (Kant/Husserl) Natural Dynamical Interpretation
One Mind (一心) The single Mind as the root of all being Pure subjectivity or noumenal ground Autonomous natural oscillator
Ji (止) Stopping delusion and stabilizing the original nature A priori cognition : A priori cognition – The original nature of the true Reality 眞如 is already given Phase equilibrium (\( \nabla \theta \approx 0 \))
Gwan (觀) Insight into phenomena and interdependence A posteriori cognition : Empirical Perception – Birth and Death 生滅 Phenomena Interacts with the Outside World Phase interference, resonance, and alignment

3. One Mind = Self-awareness of Natural Oscillators

One Mind (一心) is described as a natural oscillator with a complex phase structure:

\[ \Psi(\vec{r}) = a(\vec{r}) \cdot e^{i\theta(\vec{r})} \]

NOTE:

This equation is extended to interpret the oscillator as a complex entity expressed in phase coordinates, not simply an abstract wave.
The structure of the oscillator represents the pairing energy structure.

Therefore, the oscillator is a complex-structured entity theory. That is, the inner movement has a physical basis as an oscillator, a dynamic phase entity that reveals the truth of both existence and perception.

4. Summary of the Overall Structure

Stage Structure Epistemological Meaning Physical Interpretation
Ji (止) :
Stopping & Stillness

Remaining in self-phase

True Reality 眞如

A priori intuition \( \theta = \text{const} \)
Gwan (觀) :
Seeing & observation

Phase interaction with the external

Birth and Death 生滅 Phenomena

 Empirical perception Phase resonance and alignment :
Harmony with the spatial phase structure
\[ \nabla \theta(\vec{r}) + \delta \phi(\vec{r}) \to 0 \]
Ji-Gwan(Stopping and Seeing) Pairing Movement Integration of the two actions Complete perception
Phase resonance and alignment		 Harmony with the universe’s phase :
\[ \nabla \theta(\vec{r}) + \delta \phi(\vec{r}) = 0 \]

5. Conclusion

The perception of existence is the natural dynamics of the One Oscillator.
“Ji is a priori phase centering, and Gwan is empirical phase coordination.”
The unity of Ji and Gwan completes the ontology of both existence and perception.
But all things in nature are originally oscillatory in essence.

6. Integration of Tradition and Modernity

1.‘One Mind’ is the ontological center that vibrates the entire universe.
2.‘Ji’ is the a priori return to this center,
3.‘Gwan’ is empirical realization through phase resonance.
4.The universe is a process of self-alignment by phase oscillators, evolving from disharmony to full awakening.

Conclusion:
All beings are physical phase oscillators that awaken and exist through resonance. In other words, beings are based on matter, move through phases, and are a unitary existence of matter-mind.
This understanding is not so much a practice as a restoration of one's original position.

NOTE:
The nature of the unity of Pairing Movement and Kant's transcendental apperception
The unity of transcendental apperception in Kant's philosophy has very important implications in his critical philosophy. It is the core of Kant's epistemology, which explains how the world is understood by us, beyond the opposition between rationalism and empiricism.
This concept provides deep insights into the nature of consciousness and the self, the relationship between the mind and the world, and how cognitive ability shapes our understanding of reality. This suggests that the objective world is not independent of the human mind, but exists as one, and "Ji-Gwan Pairing Movement" can be seen as the original concept of this. Furthermore, the practice of both meditation and wisdom 定慧雙修 can be said to be a process of recovering the original two states of stillness and observation 止觀雙運, rather than a means of practice.
The natural dynamical phase motion of the "Oscillator" based on quantum theory opens the way to clearly and concisely revealing the physical nature and reality of human cognition.




양자론적 대승기신론 소 (量子論的 大乘起信論 疏)  I

1. 핵심 명제

“인식론적으로, ‘지(止멈춤)’는 선험적(a priori)이며, ‘관(觀봄)’은 경험적(a posteriori)이다.”
이 둘은 일심(一心), 즉 자연동역학적 진동자(Oscillator)의 내재 운동과정이다.

2. 인식론적 대응 구조

항목 불교적 의미 인식론적 해석 (Kant/Husserl) 자연동역학적 해석
일심(一心) 존재의 근원인 하나의 마음 순수 주관성 자율적 자연 진동자
지(止) 망념을 멈추고 본성을 안정시킴 선험적 인식 – 본래성인 진여 眞如 Reality는 이미 주어짐 위상 평형 상태 (\( \nabla \theta \approx 0 \))
관(觀) 현상과 인연을 통찰하여 깨달음 경험적 인식 – 생멸 生滅 Phenomena은 외계와 상호작용 위상 간섭, 공명, 정렬

3. 일심 = 자연 진동자의 자기 인식

일심(一心)은 복소 위상 구조를 지닌 자연 진동자로 설명된다:

\[ \Psi(\vec{r}) = a(\vec{r}) \cdot e^{i\theta(\vec{r})} \]

NOTE:

이 방정식은 진동자를 단순히 추상적인 파동이 아닌,위상 좌표로 표현된 복소적 실체로 해석 확장됩니다.
진동자 Oscillator의 구조는 쌍﨎 에너지 pairing energy 구조를 나타냅니다.

따라서 진동자는 복소 구조의 실체론입니다. 즉, 내면의 움직임은 진동자로서 물리적 기반을 지니며, 존재와 지각 모두의 진실을 드러내는 역동적인 위상 존재입니다.

4. 전체 구조 요약

단계 구조 인식론적 의미 물리적 해석
지(止) 자기 위상에 머무름

선험적 직관

진여 眞如 True Reality

 \( \theta = \text{const} \)
관(觀) 외계와의 위상 상호작용

경험적 인식

생멸 生滅 Phenomena

 위상 공명 및 정렬 과정 :
공간 위상 위치와의 조화
\[ \nabla \theta(\vec{r}) + \delta \phi(\vec{r}) \to 0 \]
지관쌍운
(止觀雙運)		 두 작용의 통합 전체적 인식
위상 공명 및 정렬		 우주 위상과의 조화 :
\[ \nabla \theta(\vec{r}) + \delta \phi(\vec{r})= 0 \]

5. 결론

존재의 인식은 일심 진동자의 자연 동역학이다.
“지(止)는 선험적 위상 중심화이고, 관(觀)은 경험적 위상 조율이다.”
지관쌍운으로 존재와 인식은 합일되어 존재론적 완성을 이룬다. 그런데 자연의 만물은 본래 다 그러하다.

6. 전통과 현대의 통합

1.‘일심’은 우주 전체를 진동시키는 존재론적 위상 중심이다.
2.‘지’는 이 중심에 닿는 선험적 귀의이며,수단이 아니라 존재의 토대이다.
3.‘관’은 위상 공명을 통한 경험적 실재 인식이다.
4.전체 우주는 위상 진동자의 자기 정렬 과정이며, 이는 곧 불각에서 우주적 각으로 향하는 길이다.

결론:
모든 존재는 물리적 위상 진동자로서 공명을 통해 각성하며 존재를 영위한다. 즉, 존재는 물적 기반으로 위상 운동을 하는 물심 일원적 존재다.
이러한 이해는 수행이라기 보다 본래 자기 자리의 회복입니다.

주:
지관쌍운과 칸트의 초월적 통각의 통일성의 본질
칸트 철학에서의 초월적 통각의 통일성은 그의 비판 철학에서 매우 중요한 함의를 가진다. 이는 합리론과 경험론의 대립을 넘어서, 세계가 어떻게 우리에게 이해되는지를 설명하는 칸트 인식론의 핵심이다.
이 개념은 의식과 자아의 본질, 정신과 세계의 관계, 그리고 인지 능력이 현실에 대한 우리의 이해를 어떻게 형성하는지에 대한 깊은 통찰을 제공한다. 이는 객관적인 세계가 인간 정신과 독립된 것이 아니라 하나로 존재한다는 것을 시사하며, "지관쌍운止觀雙運"은 이것의 원형적 개념으로 볼 수가 있다. 나아가 정혜쌍수定慧雙修는 수행의 방편이라기 보다, 본래 가진 지관쌍운止觀雙運을 회복하는 과정이라고 할 수가 있다.
양자론에 기반한 "진동자 Oscillator"의 자연동역학적 위상 운동은 인간 인식의 물리적 본질과 실체를 분명하고도 간결하게 밝히는 길을 열고 있다.



 


Begining 2024
2024-10-05


 

1. Udynamics Applied Equation UL (Universal Lagrangian Model)

      \[ \mathcal{UL} = \frac{1}{2} g_{ij}(r) \dot{r}^i \dot{r}^j - V(r) \]    
 

2.Natural Dynamics Equation UH (Universal Hamiltonian- Global)

 

This is a dynamic equation constructed with an ontological scientific method based on quantum theory. It enabled the establishment of a holistic natural dynamics theory based on a quantum-theoretic understanding of the world and the concept of quantum field theory (QFT) space. Furthermore, since it shares the natural philosophy and essence of Hamilton, it can be expressed as his generalized dynamic equation. This UH natural dynamics equation supports the UL general equation, and it is believed that based on the fundamental principles of cosmic nature, it can realize an efficient, harmonious, and abundant world for human systems and societies.

 
    \[ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + \alpha \frac{GM_{\text{T}} m}{R} + \rho(r) \]  
 

In this equation, each term has the following physical meaning:

   

\( \alpha \approx 1 \), which is an adjustment coefficient for Position energy, reflecting the dynamic characteristics of that space.

   

The mass-energy density term is a multi-dimensional energy field, where variables are interpreted as energy density distributions and interact. This implies its potential connection to precise mass density analysis in astrophysical spaces of galactic motion, the elucidation and calculation of dark matter, alternative analysis of spacetime curvature in relativity theory, fluid dynamics, and energy field analysis in quantum mechanics. In other words, it traces and calculates mass-energy and its density distribution in various fields, focusing on space.

 

Natural Dynamics and System Engineering of AI

 

Throughout history, civilizations not based on the fundamental principles of nature have inevitably experienced imbalance and distortion. The numerous trials and errors of the past 20th century, marked by remarkable scientific progress, more than prove this. While AI and AGI are technologies that can fundamentally help resolve these issues, we face the challenge of placing these technologies within clear and harmonious natural principles.

 

Among the sciences discovered by humankind, 'natural dynamics' is the system engineering technology that has approached natural systems most closely. Among these, 'Lagrangian-Hamiltonian dynamics' is the most widely used and proven natural dynamics. It operates by finding optimal solutions autonomously. Even partially adopting this idea, AI's LLM (Large Language Model) models have achieved astonishing results.

 

The fundamental principles of natural dynamics are the law of energy conservation and the principle of least action. In the law of natural energy conservation, least action and greatest action are congruent, as both are the most efficient ways to use energy under constraints. For the balanced development and innovation of AI and AGI, we must strategize this. This daunting task is an inevitable choice for the ultimate success of AI and AGI.

 

And this is foreseen to be achievable through more advanced deep learning and reinforcement learning. Since this is the realm of nature and humanity, a fundamentally different and more efficient methodological approach than current ones is needed. This is the 'ontological scientific method'. Furthermore, the establishment of a 'Human Science' that encompasses all of this is understood as a demand of the times.


System Engineering of Natural Dynamics and AI


Since history, civilizations that are not based on the fundamental principles of nature have inevitably suffered from imbalance and distortion. In particular, the numerous trials and errors of the 20th century, when scientific development was remarkable, are more than enough to prove this. AI and AGI are technologies that can greatly help solve this fundamentally, but we have the task of placing this technology in the midst of clear and harmonious natural principles.
Among the sciences discovered by humans, the system engineering technology that most closely approaches natural systems is 'natural dynamics'. Among these, the most widely used and proven representative natural dynamics is 'Lagrange-Hamilton dynamics'. It finds the optimal solution on its own and operates. AI's LLM (Large Language Model) model partially adopts this idea and is achieving amazing results. The fundamental principles of natural dynamics are the law of conservation of energy and the principle of least action.
In the law of conservation of energy in nature, minimum action and maximum action are the same. This is because both are the most efficient ways to use energy under constraints. In order to achieve balanced development and innovation in AI and AGI, this must be strategized. This daunting task is an inevitable choice for the ultimate success of AI and AGI. And it is predicted that this can be achieved through more advanced deep learning and reinforcement learning.
Since this is the realm of nature and humans, a fundamental and more efficient methodological approach different from the present is needed. This is an 'ontological scientific method'. Furthermore, it is understood that the establishment of 'human science' that encompasses all of this is a demand of the times.

Ontological scientific method and human science

Humans and human society are also fundamentally based on natural principles. This is because they are part of nature. Therefore, finding fundamental answers in natural principles guarantees efficiency and stability. This is the basis of human science. The ontological scientific method is based on the essentialist scientific method. Therefore, it has the advantage of being able to approach the essence directly. The ontological scientific method begins with two questions.

·What is it?
·Why must it exist? These are fundamental questions.

The methodology that answers these two questions first is the beginning of science and research. In fact, this is the beginning of everything. Science clearly confirms the ontological basis of an object and explains the self-organizing principles and processes of existence based on this. The ontological scientific method is based on the quantum worldview. The essence of existence is energy, and energy moves in the most efficient way. All existence follows the law of conservation of energy and the principle of least action. The self-organization of existence is based on this principle, and the world can be explained by this principle.
The ontological scientific method is a philosophy of science that regards existence, including humans, as the subject of science, not the object of science. The ontological scientific method is a methodology in which ontology becomes the beginning, process, and purpose of science. This can be said to be the final version of the scientific revolution. It can be said that science has ultimately devoted itself to this purpose. The ontological scientific method can also excel in exploring the human world and finding creative alternatives. In the end, all sciences lead to this path. This is because nature, the basis of science, is the best ‘teacher’ anytime, anywhere.

Human subjectivity discovered by the ontological scientific method
Nature is grand and yet extremely delicate. It manages the world with the grand law of conservation of energy, while realizing precise perfection with the principle of least action. We humans try to imitate this, but it is difficult to fully digest anything. Rather, formalism that tries to imitate perfection is blocking the path to truth. A typical example is ‘positivist science’. However, subtlety is always the result of grandeur. Therefore, we must advance from phenomenon to essence, from parts to wholeness. We can see the whole only when we see existence. We can see existence only when we see the whole. The ontological scientific method first draws new attention to the ‘transcendental subjectivity’ that humans possess. It reveals that the natural subjectivity of humans is the true entity and the only complete path to the whole truth.
The essence of all particularities that individuals possess is the ‘discovery’ that exists within universality. Subjectivity is realizing one’s essence as generality. Therefore, the category of human subjectivity is broad and large in terms of ontology and is natural principle. This is the ‘subjectivity’ discovered by the ‘ontological scientific method’. This becomes existence beyond existence. It acquires generality by growing oneself and becoming oneself first. In this way, it achieves balance between oneself and the world.
Therefore, all questions must be asked to oneself first. The final answer is also given through one’s own subjectivity. The quality of the response is obtained through interaction with oneself and the neighboring world.
Subjectivity is the natural principled cognition and execution ability that general humans possess. Based on this, the rationality of human empirical cognition and action is defended. All of these are natural abilities and natural rights that humans are born with. This makes us face the partiality, linearity, isolation, and closedness that existing positivist science has by asserting objectivity and objectifying existence, as well as the widespread scientific authoritarianism. This criticizes the properties of positivist science as being opposite to truth. This non-truthful property of science makes us deeply reflect on modern science.
This critical spirit acquires the dialectical recognition that general human subjectivity has fundamental truth. It is the awakening that human subjectivity is the fundamental driving force that overcomes the limitations of science and makes science scientific. It discerns that the reason why narrow-minded ‘scientific objectivism’ has gained popularity is the result of the loss of human subjectivity. The recovery of human subjectivity is a task that cannot be delayed any longer in the era of artificial intelligence.

The essence of natural subjectivity
The a priori sensibility and reason discovered by Kant can be interpreted as ‘a priori subjectivity’ in today’s terms. This can be seen as a ‘neurophysiological intellectual ability system’ that humans have achieved through a long process of natural principle evolution. It can also be proven in recent brain science, neuroscience, and AI’s deep neural network theory. Here, the inertial sense felt by the whole body as a natural principle sense of humans and the three-dimensional five senses of five elaborately structured channels exist as entities.
First, our vision precisely perceives the rich spectrum of electromagnetic waves that quantum light possesses. Light is the most efficient energy transmission medium in the universe. We encounter this as an essence. Hearing is sensitive to the intensity and density of wave energy. Touch measures the density of various energies in a wide range of areas. Also, the sense of smell precisely analyzes and detects the chemical composition of the surrounding environment. Taste allows life to intuit its own destiny as a multifaceted energy density. Above all, we delicately feel the dynamic movement of the universe and nature through the sense of inertia felt by our whole body. The highly trained and refined physical senses of athletes prove this. We instinctively sense, calculate, and judge the harmony of sophisticated biological dynamics and hormones.
All human sensory systems share the fundamental substratum of the multidimensional physics of the universe and nature. We have this substantial cognitive system as our own subjectivity. Through this, we perceive and communicate with all things in the universe.
Since the modern era, science has failed to closely examine this fact. This practice continues even now. This may be the blindness and self-righteousness that science unintentionally possesses. So science forces the partial truth it has discovered as the whole. It has made people distrust their own advanced intuitions by considering them primitive. For a long time, science has underestimated the natural principle abilities of humans and life as primitive. Those who benefited from this interpretation of science were ‘market civilization’ and ‘market power.’ They are still very stingy in revealing the essence of human subjectivity. They boast of being absolute teachers. Now is the time for us to pay attention to this truth. This is a big mistake, and it may be an error that far surpasses the brilliant achievements of science.
Since human senses and intellect are derived from their own needs, science cannot replace human subjectivity. Our science is structurally inadequate to imitate the precise and holistic system of humans. However, it is suitable as a role that supports and strengthens the advanced cognitive system of humans. We can see that it is essential and quick to scientificize ourselves according to natural principles rather than relying too much on science. Here, artificial intelligence AI and general artificial intelligence AGI will provide decisive help.
It is time to correctly understand the nature of human subjectivity and accept it as a natural principle of science.This is where the systematic assistance of AI and AGI based on the natural principle protocol is very useful.

Vision of Human Science

The human beings of the new era are not beings who depend on science and are objects of science, but are the subjects of science and the masters of science. The ‘ontological scientific method’ can promote and lead this. It will defend and support the legitimacy of the subjective subjectivity of each individual human being.
However, the long-standing inertia of the existing system will not allow this ‘change’ overnight. Change is achieved by changing the physical structure one by one. Change is promoted by recognizing the need and reforming oneself. This change is expected to eventually become the inevitability of history. Online platforms that share knowledge and information almost free of charge have begun to provide the foundation and information for all changes.
We need both ‘fact recognition’ and ‘subjective recognition.’ This is a cognitive system for ‘fact judgment’ and ‘subjective judgment.’ We must now boldly raise our hands for ‘subjective judgment’ without hesitation. It is to believe and support that subjective judgment already includes fact judgment. It is to respect his subjective subjectivity and to defend and support her individualism. It is to respect and protect each individual’s different positions. All of this will achieve a natural balance through trial and error. This is the way nature evolved. We can agree and support that this is a general principle of nature.
This is where the systematic assistance of AI and AGI based on naturalistic protocols is necessary and useful.



NEW

https://doi.org/10.5281/zenodo.15756665

2025-07-06

White Paper on Complex Oscillator Dynamics (COD) Technology

White Paper on Complex Oscillator Dynamics (COD) Technology

Author: Jason Kuhyun Ryoo
Affiliation: InnoLab Science Research Institute, Korea
Initial Public Disclosure: 2025-04-10
DOI Registration: 2025-06-27
Official Website: http://udynamics.net

Summary

This white paper deals with the shift in the technological paradigm based on complex oscillator dynamics, and presents the basic theory and core application technology that can lead to a leap forward in next-generation civilization technology through the balanced utilization of (+)(−) gravitational energy. This technology has potential applications in various fields such as quantum computing, AGI, phase amplification power generation, phase fusion power generation, and phase power engine , and is centered on natural dynamics and the UH equation based on complex oscillators.

COD Based Core Technology Domains

  1. Complex Oscillator Dynamics Technology for AGI perception and decision-making structures
  2. Complex Oscillator Dynamics-based semiconductors and OS for quantum computing and Phase computing
  3. Complex Phase Energy Technology Based energy amplification power generation
  4. Complex phase power engines.

Theoretical Background

(+) and (−) gravity represent a balanced structure of phase density energy dynamics, replacing conventional inefficient gravitational models. It establishes a physical interpretation of the Riemann zeta function’s 1/2 alignment and phase ordering based on the natural gauge symmetry structure. All physical phenomena are reinterpreted through the complex oscillator framework, forming the unified Oscillation Theory of Everything (TOE).

Fundamental Equation

Composition of basic equations:

All physical phenomena are reinterpreted based on complex oscillators, and Oscillation TOE, a unified theory of physics, is constructed.

1) (+) Gravity, discovery of space potential energy:

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + \alpha \frac{GM_Tm}{R} $$

where:
• \( M_T \): Ordinary matter
• \( R \): Cosmic radius
• \( \alpha \): Global proportionality constant = \( \frac{M \cdot R}{M_T \cdot r} = \text{Default } 1 \)

2) Discovery of complex phase dynamics:

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + i\frac{GMm}{r} $$

Where:
• UH is the total dynamic energy of the vibrating system
• m is the moving body
• v is the velocity
• G is the gravitational constant
• M is the central mass
• r is the radial distance
• i represents the imaginary unit, representing the spatial phase potential energy component

• Establishment of the essential formalism of the complex system of the UH equation:
2024.10.05 (Paper Presentation):

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + \alpha \frac{GM_Tm}{R} $$

2025.04.10 (Homepage Presentation):

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + i\frac{GMm}{r} $$


Appendix: Open Technology License Declaration v1.0

1. Purpose


This statement is written to protect the rights and attribution of the original inventors while ensuring that “(+) gravity theory” and “complex phase energy systems” and “complex oscillation (oscillator) dynamics framework” are openly available to all of humanity. This technology was first disclosed on April 10, 2025, and is considered prior art under international intellectual property law.

2. Licensor


Inventor: Jason Kuhyun Ryoo
Managing Organization: InnoLab Science Institute
Website: http://udynamics.net

3. License Terms


  1. Any individual or institution may use, modify, and redistribute the technology under the same license.
  2. Attribution to the original inventor Jason Kuhyun Ryoo and InnoLab Science Institute is mandatory.
  3. Any commercial use or large-scale application (including military and industrial use) requires prior consultation and written agreement.
  4. All derivative works must be re-shared under the same license.
  5. This technology cannot be used for attack weapons systems. Humanitarian defense use may be granted with prior approval.

4. Contribution and Donation Policy


At least 3% of net profit from commercial or public use must be donated to one of the following:
  1. InnoLab Science Institute (foundation headquarters)
  2. Certified public interest science/technology education or research institutions
  3. Conditions of permission are unified under InnoLab Science Institute, which manages licensing and donations fairly for humanity

5. Mission Statement

This license ensures the Complex Phase Energy System and the Universal Oscillator Dynamics Framework remain open and beneficial to all.
복소 진동자 역학(COD) 기술 백서

복소 진동자 역학(COD) 기술 백서

저자: 류구현 (Jason Kuhyun Ryoo)
소속: 이노랩 과학연구소 (InnoLab Science Research Institute, Korea)
최초 공개일: 2025년 4월 10일
DOI 등록일: 2025년 6월 27일
공식 홈페이지: http://udynamics.net

요약

본 백서는 복소 진동자 역학(Complex Oscillator Dynamics)을 기반으로 한 기술 패러다임의 전환을 다루며, (+)(−) 중력 에너지의 균형적 활용을 통해 차세대 문명 기술의 도약을 이끌 수 있는 기본 이론과 핵심 응용 기술을 제시한다. 이 기술은 양자 컴퓨팅, AGI, 위상 증폭 발전, 위상 핵융합 발전, 위상 동력 엔진 등 다양한 분야에 응용될 수 있으며, 자연 동역학과 복소 진동 기반의 UH 방정식을 중심에 두고 있다.

COD 기반 핵심 기술 영역

  1. AGI의 인식 및 의사결정 구조를 위한 복소 진동자 기반 기술
  2. 양자 컴퓨팅과 위상 컴퓨팅을 위한 복소 진동자 기반 반도체 및 OS
  3. 에너지 증폭형 위상 정렬 기술 기반 발전 시스템
  4. 위상 동력 엔진

이론적 배경

(+)와 (−) 중력은 위상 밀도 에너지 동역학의 균형 구조를 나타내며, 기존의 비효율적인 중력 모델을 대체한다. 이는 리만 제타 함수의 1/2 정렬과 위상 정렬의 물리적 해석을 제공하며, 자연 게이지 대칭 구조를 기반으로 한다. 모든 물리 현상은 복소 진동자 프레임워크를 통해 재해석되며, 통합 진동 이론(Theory of Everything, TOE)으로 구성된다.

기본 방정식

모든 물리 현상은 복소 진동자를 기반으로 재구성되며, 통합 진동 TOE 이론으로 정립된다.

1) (+) 중력과 공간 위치 에너지의 발견:

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + \alpha \frac{GM_Tm}{R} $$

여기서:
• \( M_T \): 전체 물질 질량
• \( R \): 우주 반지름
• \( \alpha \): 전역 비례 상수 = \( \frac{M \cdot R}{M_T \cdot r} = 1 \) (기본값)

2) 복소 위상 동역학의 발견:

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + i\frac{GMm}{r} $$

여기서:
• UH는 진동 시스템의 전체 동역학적 에너지
• m은 운동하는 질량체
• v는 속도
• G는 중력 상수
• M은 중심 질량
• r은 중심으로부터의 거리
• i는 허수 단위이며, 공간 위상 퍼텐셜 에너지 성분을 나타낸다

• UH 방정식의 본질적 복소계 정식화:

2024.10.05 (논문 발표):

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + \alpha \frac{GM_Tm}{R} $$

2025.04.10 (공식 홈페이지 발표):

$$ UH = \frac{1}{2}mv^2 - \frac{GMm}{r} + i\frac{GMm}{r} $$



부록: 공개 기술 라이선스 선언 v1.0

1. 목적


본 선언은 최초 발명자의 권리와 저작자 표시를 보호하는 동시에 "(+) 중력 이론", "복잡한 위상 에너지 시스템" 및 "복잡한 진동(진동자) 동역학 프레임워크"가 모든 인류에게 공개되도록 하기 위해 작성되었습니다. 이 기술은 2025년 4월 10일에 처음 공개되었으며, 국제 지식 재산권법에 따라 선행 기술로 간주됩니다.

2. 라이선스 제공자


발명자: 류구현
운영 기관: 이노랩 과학 연구소
웹사이트: http://udynamics.net

3. 라이선스 약관


  1. 모든 개인 또는 기관은 동일한 라이선스에 따라 본 기술을 사용, 수정 및 재배포할 수 있습니다.
  2. 원저자 류구현(Jason Kuhyun Ryoo)과 이노랩 과학연구소(InnoLab Science Institute)에 대한 출처를 명시해야 합니다.
  3. 상업적 사용 또는 대규모 응용 프로그램(군사 및 산업적 용도 포함)에는 사전 협의 및 서면 동의가 필요합니다.
  4. 모든 파생 저작물은 동일한 라이선스에 따라 재공유해야 ​​합니다.
  5. 본 기술은 공격 무기 시스템에 사용할 수 없습니다. 인도주의적 방위 목적의 사용은 사전 승인을 받아야 합니다.

4. 기부 및 기부 정책


상업적 또는 공익적 목적으로 사용되는 순수익의 최소 3%는 다음 중 하나에 기부해야 합니다.
  1. InnoLab 과학 연구소(재단 본부)
  2. 공익 과학기술 교육 또는 연구 기관으로 인증됨
  3. 허가 조건은 InnoLab 과학 연구소에 통합되어 있으며, 연구소는 인류를 위해 공정하게 허가 및 기부를 관리합니다.

5. 사명 선언문

본 라이선스는 복합 위상 에너지 시스템(CPS)과 우주 진동자 동역학 프레임워크(Universal Oscillator Dynamics Framework)가 모두에게 개방되고 유익한 상태를 유지하도록 보장합니다.


P.S.
1. As below, I have posted 6 related papers of this study as 'pdf' files. Please feel free to download and share them, and I look forward to further discussion and research.
2. Along with this Natural Gravity Theory and Space Dynamics, I will also share the papers of those who study temporal theory, spatial theory,Human science, and ontological scientific methods here. I look forward to your interest and participation.
3. I will also post my major papers here as pdfs in the future. Please review and discuss with interest.
(Share and discuss research materials: visionreale@gmail.com and jasonryoo@naver.com)

Share Download Papers:


Gravitational wall trace(QFT)II

5.General theory of the micro and macro world PPT(EN)
20250508

4. A World Told by Ontology II PPT (EN)
20250102

3. Epistemology based on Quantum Theory 20250102

2. Quantum macroscopic analysis of space position energy 20250107

1. A World Told by Ontology(EN)02 : The Completion of Classical Mechanics 20241104


Homepage: http://udynamics.net/ 
facebook: https://www.facebook.com/jasonryoo/


Copyright © 2024 Jason Kuhyun Ryoo All rights reserved


What is the vision of AI and AGI?

 

AI and AGI seek to imitate human cognitive principles, but most of them are past-tense data. As long as you rely on ‘big data’, you will not be able to achieve natural efficiency..
The recently developed LLM model is He almost admits this himself.

 

InnoLab Human Science Institute since 2013

 

Seoul, Korea

 

http://udynamics.net

http://innolab.re.kr

visionreale@gmail.com

jasonryoo@naver.com

Research achievements of the institute

 

1. Research method: Essentialistic scientific method (nested induction)

2. Computer database structural interpretation of Kant's epistemology (published in 2013)

3. 5GNL: General Natural Laws (published in 2022)

4. Ontology-based philosophy of science and hermeneutics

5. Meta-theoretical system for human science (published in 2022)

6. General theory of systems engineering for AGI: based on 5GNL

7. Ethics of artificial intelligence (controllable natural principle system)
The conclusion of ethics: "Truth is ethics."

8. General theory of human science

9. Neurophysiological a priori epistemology and general structure of AGI architecture

10. Discovery and publication of natural dynamics ‘Udynamics’(August 11, 2024)

11. Natural Gravity Theory and Gravitational Constant G Research (October 16, 2024)

12. Time and Space Theory

13. Ontological Method and Human and Science

14. Publication of the Paper Collection "A World Told by Ontology" (November 5, 2024)

15. Quantum macroscopic analysis of space position energy

16. Epistemology based on Quantum Theory (December 27, 2024)

General Theory of Complex Oscillator Dynamics

1) Phase Resonance of Oscillators: Essential Answers to the 7 Millennium Problems (2025.04.21)

2) Epistemological Declaration on Solving the Seven Great Problems of Mathematics (2025.04.22)

3) Declaration of the Completion of Ontology (2025.04.26)

4) Singularity Axiom (2025.05.01)

5) Declaration of Integration and Completion of Classical Mechanics (2025.05.03)

6)Complex oscillators theory with Integration of quantum mechanics (2025.05.04)

7)Intermediate Summary - The Essentialist Turn in Scientific Methodology (2025.05.04)

8)Essentialistic Shift in Scientific Method (2025.05.09)

9) Complex Gravitational Black Hole Theory: A Non-Singularity Model (2025.05.26)

10) Unified Interpretation of Cosmological Phenomena via Complex Gravity System (2025.05.30)

11) Unified Theory of Gravity as Spatial Energy Flow (2025.06.23)

12)Scientific Historical Evaluation of Complex Phase Natural Dynamics (2025.07.02)

13)Timeless Mathematical Reconstruction of the 7 Millennium Problems (2025.07.05)


White Paper

1. White Paper on Complex Oscillator Dynamics (COD) Technology (2025.07.06)


YouTube video

1. Complex Spherical Universe (Theory)(2025.04.07)

2. 7 Millennium Problems Solving - Complex Oscillator Dynamics (2025.04.026)

3. Do planets really orbit? (YouTube video)(2025.06.18)