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.

1. Udynamics General Equation UL (Universal Laglangian)

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

* $T = \frac{1}{2} g_{ij}(r) \dot{r}^i \dot{r}^j$ is the spatial geometric metric tensor,
* $T = \frac{1}{2} g_{ij} \dot{r}^i \dot{r}^j$ is the rate of change of position (velocity),
* $V(r) = -\frac{GMm}{r}$ is the potential energy, which varies with position.


1.Udynamics Natural dynamics equation UH (Universal Hamiltonian)

This is a dynamical equation constructed with an ontological scientific method based on quantum theory. This was able to establish a holistic natural dynamical theory based on the quantum theoretical world understanding and the quantum field theory QFT space concept. Also, since this shares Hamilton's natural philosophy and essence, it can be expressed by his generalized dynamical equation. This natural dynamical equation is expected to be able to realize an efficient, harmonious, and abundant world of human systems and human society based on the fundamental principles of cosmic nature.

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

In this equation, each term has the following physical meaning:
* $\frac{1}{2}$  : In terms of kinetic energy m is the mass of the object, and v is the velocity.

* $-\frac{GMm}{r}$: The gravitational energy term, where G is the gravitational constant, M is the mass of the central mass, m is the mass of the object, and r is the distance between the masses.

*$\alpha \frac{GM_T m}{R}$:Space potential energy:(+)gravitational energy) term, where $\alpha$ is a dimensionless constant that automatically shows the ratio of the space potential energy and gravitational energy in that space. $M_T$is the ordinary matter of the universe, and R is the radius of the universe.

* α≈1, an adjustment coefficient of Position energy reflecting the dynamic characteristics of the space.

* $\rho(r)$ : Density function, location $r$ represents the mass-energy density. The mass-energy density term is a multidimensional energy field, and the variables are interpreted and interact with the energy density distribution. This expresses that it can be connected to the celestial space of galactic motion requiring precise mass density analysis, the identification and calculation of dark matter, the alternative analysis of space curvature in the theory of relativity, fluid dynamics, and the energy field analysis of quantum mechanics. In other words, it tracks and calculates the mass-energy and its density distribution in various fields centered on space.

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.

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)

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