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Artificial Intelligence (AI) and Machine Learning
Submitted:
06 November 2024
Posted:
07 November 2024
Read the latest preprint version here
Research shows that observers and agents, as key concepts in physics and intelligence science respectively, exhibit profound intrinsic consistency. Based on this understanding, we propose and construct Theory of Universal Intelligent Evolution, known as Omega Theory, which offers an innovative exploration of Theory of Everything (ToE) from the perspective of intelligence science. Within the framework of Omega Theory, this paper unifies the research subjects and dynamic mechanisms of physics and intelligence science, revealing that the intelligence level of the observer is the fundamental source of the differences among classical mechanics, relativity, and quantum mechanics. Furthermore, this paper proposes that core concepts such as subjectivity and objectivity, determinism and uncertainty, as well as time and space, are inherently related to the intelligent state of agents and Universe.Omega Theory consists of three core models: Standard Agent Model, General Model of Agent Evolution, and Intelligent Universe Evolution Model. Standard Agent Model serves as a foundational axiom, defining the unified structure and functional framework of agents, and it is the cornerstone of the theory. Building upon this, we derive General Model of Agent Evolution and Intelligent Universe Evolution Model. Omega Theory posits that the fundamental units of Universe are agents, and that the entire universe is itself an agent. Matter is a special manifestation of agents, and each agent continuously evolves between the states of absolute zero intelligence and omniscience and omnipotence, driven by two intelligent forces that are derived from the theory.To validate this theory, we have designed a thought experiment in the "Experimental Universe 1," where classical mechanics, relativity, and quantum mechanics experiments can be simultaneously conducted. By adjusting the intelligence level of the observer, we observe that different physical theory scenarios emerge in succession as the observer's intelligence level changes.
Type Name | Mathematical Description |
---|---|
Absolute Zero Agent(α Point | =====0 |
Finite Agent |
|
Omniscient and Omnipotent Agent (Ω Point) | =====1, |
Physics Observer | Agent Type |
---|---|
Classical Mechanics Observer | An omniscient agent:In classical mechanics, the observer is implicitly considered an omniscient agent, capable of fully comprehending all the information within the observed system. However, classical mechanics assumes that the observer’s role is passive, meaning the observer does not influence the system’s operation in any way. |
Relativity Observer | A hybrid of an omniscient agent and a finite agent. According to the deterministic viewpoint of relativity, if the observer knows all the initial conditions and physical laws of a system, they can theoretically predict its future state. Additionally, within the framework of relativity, the observer does not affect the system’s evolution. The constancy of the speed of light limits the observer’s information input to within the speed of light. Moreover, the equivalence principle states that, in a local reference frame (such as inside an elevator), the observer cannot distinguish between the effects of gravity and acceleration through any experiment. |
Quantum Mechanics Observer | A finite agent. Based on the uncertainty principle, the complementarity principle, and the fact that the act of observation influences the observed system, the observer in quantum mechanics can be characterized as a finite agent. |
No. | Research Object | Type of Agent |
---|---|---|
1 | Universe | Dynamically evolving agent |
2 | “God”, Laplace’s demon | Omniscient and omnipotent agent |
3 | Humans, animals, plants, microorganisms, extraterrestrial life | Finite agents with self-consciousness |
4 | Computers, measuring instruments, AI systems, quantum computers, communication devices, robots | Finite agents with other-consciousness |
5 | Quarks, neutrinos, atoms, molecules, pendulums, bridges, spacecraft, stars, the Milky Way, black holes | Absolute zero agents |
6 | Dark matter | Absolute zero agents or finite agents that cannot be directly observed by humans but can only be inferred through gravitational effects |
State of Intelligence | Certainty | Uncertainty |
---|---|---|
α Point | None | None |
Finite Agent | Relative Certainty | Absolute Uncertainty |
Ω Point | Absolute Certainty | None |
Analytical Dimension | Characteristic | Description |
---|---|---|
Observer’s Intelligence State | Finite Agent | Observers, including humans, animals, plants, and extraterrestrials, can only be Finite Agents. |
Universe’s Intelligence State | Finite Agent State | Universe lacks an omniscient and omnipotent agent, but because it includes humans and other finite agents, it is not in an absolute zero intelligence state. |
Intelligence State of Elements Composing Universe | Finite Agents and Absolute Zero Agents | All agents composing Universe are not omniscient and omnipotent agents, but at least include one Finite Agent. |
Deterministic Properties of Universe | Absolute Uncertainty and Relative Certainty | Universe exhibits absolute uncertainty along with relative certainty. |
Objective and Subjective Properties of Universe | Coexistence of Objective Reality and Subjective Non-Reality | Since Universe is in a state of limited agents, both objective reality and subjective non-reality exist simultaneously. |
Objective and Subjective Properties of Space-Time | Subjective Non-Reality | Time and space are subjective non-realities formed by finite agents’ perceptions of objective reality. |
Relativity of Space-Time | Relativity | Different agents generate their own perceptions of time and space, but shared Information can lead to a common understanding of time and space. |
Universe’s Intelligence Evolution Attribute | Existence of Intelligent Evolution | Universe and any system or agent within it evolve between the α Point, limited agent state, and Ω Point. |
No. | Dimension of Analysis | Characteristics of the Classical Mechanics Universe | Characteristics of Current Universe |
---|---|---|---|
1 | Intelligence State of the Observer | Omniscient Agent (Implicit) | Finite Agent |
2 | Intelligence State of Universe | Omniscient State | Finite Agent State |
3 | Intelligence State of Universe’s Elements | Absolute Zero Intelligence Agent | Finite Agent and Absolute Zero Intelligence Agent |
4 | Deterministic Attribute of Universe | Absolute Determinism | Absolute Uncertainty, Relative Determinism |
5 | Subjective and Objective Attributes of Universe | Only Objective Reality Exists | Both Subjective Non-Reality and Objective Exist |
6 | Subjective and Objective Attributes of Space-Time | Objective Reality | Subjective Non-Reality |
7 | Relativity Attribute of Space-Time | Absoluteness | Relativity |
8 | Universe’s Intelligence Evolution Attribute | No Agent Evolution | Agent Evolution Exists |
No. | Analysis Dimension | Characteristics of the Relativistic Universe | Characteristics of Current Universe |
---|---|---|---|
1 | Observer’s Intelligent State | Coexistence of Omniscient Agents and Finite Agents | Finite Agents |
2 | Intelligent State of Universe | Coexistence of Omniscient Agents and Finite Agents | Finite Agents |
3 | Intelligent State of Constituent Elements | Finite Agents and Absolute Zero Agents | Finite Agents and Absolute Zero Agents |
4 | Deterministic Properties of Universe | Coexistence of Absolute Determinism and Indeterminism | Absolute Indeterminism, Relative Determinism |
5 | Subjective and Objective Properties of Universe | Only Objective Reality Exists | Coexistence of Subjective Non-Reality and Objective Reality |
6 | Subjective and Objective Properties of Spacetime | Objective Reality | Subjective Non-Reality |
7 | Relativity of Spacetime | Relativity Exists | Relativity Exists |
8 | Presence of Intelligent Evolution in Systems | Absence of Intelligent Evolution | Presence of Agent Evolution |
No. | Analysis Dimension | Quantum Mechanics Universe Characteristics | Current Universe Characteristics |
---|---|---|---|
1 | Observer’s Intelligent State | Finite Agent | Finite Agent |
2 | Intelligent State of Universe | Finite Agent | Finite Agent |
3 | Intelligent State of Constituent Elements | Finite Agents and Absolute Zero Agents | Finite Agents and Absolute Zero Agents |
4 | Deterministic Properties of Universe | Absolute Indeterminism, Relative Determinism | Absolute Indeterminism, Relative Determinism |
5 | Subjective and Objective Properties of Universe | Coexistence of Subjective and Objective (Implicit) | Coexistence of Subjective and Objective |
6 | Subjective and Objective Properties of Spacetime | Objective Reality (Implicit) | Subjective Non-Reality |
7 | Relativity of Spacetime | Relativity (Implicit) | Relativity |
8 | Presence of Intelligent Evolution in Systems | Absence of Agent Evolution | Presence of Agent Evolution |
No. | Experimental Element | Function |
---|---|---|
1 | Agent a | An agent whose intelligence can vary, simulating observers of different physical theories. |
2 | Earth model (Earth) | Generates gravity similar to that of Earth. |
3 | A fully enclosed elevator (100 cubic meters) | Conducts experiments to verify the equivalence principle. |
4 | Clock | Used to verify the relativistic effect of time dilation. |
5 | An apple | Placed in the elevator to measure gravity and acceleration. |
6 | Sealed wooden box (1 cubic meter) | Placed in the elevator for Schrödinger’s cat experiment. |
7 | A live cat | Placed in the wooden box for Schrödinger’s cat experiment. |
8 | Bottle with cyanide | Placed in the wooden box for Schrödinger’s cat experiment. |
9 | Device containing radium | Placed in the wooden box for Schrödinger’s cat experiment. |
10 | Mechanical hand | Placed in the wooden box, used by the observer in specific scenarios to move the bottle and prevent the cat’s death. |
No. | Intelligence Level | Description |
---|---|---|
1 | Omniscient and Omnipotent | The observer, as Omniscient and Omnipotent Agent, possesses infinite capabilities in Information input, output, storage, creation, and control. |
2 | Omniscient | As a classical mechanics observer, the agent is omniscient, with infinite Information input and storage capacity, enabling comprehensive observation of any event in “Experimental Universe 1” in infinite detail. However, the observer’s Information output capacity is limited to interference-free observation with an infinitely fast medium and cannot control the mechanical hand in the box. This represents a limited omniscient and omnipotent agent. |
3 | Mix of Omniscient and Finite Intelligence | As a relativity observer, the agent is a mix of omniscient and finite intelligence. Based on the deterministic principles of relativity, it has infinite Information input and storage capacity, allowing for an omniscient range of observation. However, the equivalence principle restricts the observer from distinguishing gravity from acceleration in local experiments, limiting its input capability to a finite intelligence state. Additionally, the constancy of the speed of light restricts the observer’s interference-free observation capacity to the speed of light, limiting Information input. As the relativity observer cannot affect or interfere with the observation system, it lacks output capacity other than using photons for system probing. |
4 | Finite Intelligence | As a quantum mechanics observer, the agent represents finite intelligence. According to the principles of uncertainty, complementarity, and quantum measurement, the observer’s Information input, output, storage, creation, and control capabilities range between zero and the maximum value. |
5 | Absolute Zero Intelligence | The observer, as Absolute Zero Agent,all five intelligence capabilities are zero. |
Observer’s Intelligence State | Intelligence Level Description | Observed Physical Phenomena |
Omniscient and Omnipotent Agent | Infinite capabilities in Information input, output, storage, creation, and control | Arbitrary creation and alteration of physical laws |
Omniscient Agent | Infinite Information input and storage capabilities, ability to detect without affecting the system using infinitely fast material, no other omnipotent output abilities | Classical physics typical phenomena |
Mix of Omniscient and Finite Intelligence Agent | Infinite Information input and storage capabilities via determinism, limitations on input and output abilities through the constancy of the speed of light and the equivalence principle | Relativity typical phenomena |
Finite Agent | Information input, output, storage and creation capabilities between 0 and infinity | Quantum mechanics typical phenomena |
Absolute Zero Agent | Zero capabilities in Information input, output, storage, creation, and control | Complete disappearance of physical phenomena and physical laws |
No. | Features a Theory of Everything Should Have | Evaluation Status of Omega Theory |
---|---|---|
1 | Unifying the research goals of physics, intelligent science, human sociology, biology, and religious philosophy in terms of structure and function | Preliminarily Satisfied |
2 | Unifying the dynamic mechanisms of physics, intelligent science, human sociology, and biology | Potential to Solve |
3 | Unifying relativity, cosmology, and quantum mechanics, especially combining the equations of General Relativity (GR) and Quantum Mechanics (QM) to solve extreme cases and other issues | Potential to Solve |
4 | Unifying gravity, electromagnetism, strong and weak forces | Potential to Solve |
5 | Defining quantum gravity | Not Currently Addressed |
6 | Explaining the origin, evolution, and ultimate fate of the universe | Preliminarily Satisfied |
7 | Explaining initial conditions, such as how energy was produced through inflation or cyclic/bounce processes | Not Currently Addressed |
8 | Allowing experimental verification | Preliminarily Satisfied |
9 | Having unity, simplicity, and elegance | Preliminarily Satisfied |
10 | Explaining constants in the Standard Model, including the masses of fundamental particles and the coupling strengths of the strong, weak, and electromagnetic forces | Not Currently Addressed |
11 | Being able to generate arbitrary complexity to explain the existence of complex phenomena, or at least not producing results that conflict with the complexity observed in the universe | Preliminarily Satisfied |
12 | Following the assumption of reductionism | Preliminarily Satisfied |
13 | Including life and intelligence in the theory | Preliminarily Satisfied |
14 | Explaining whether the universe is deterministic or indeterministic | Preliminarily Satisfied |
15 | Explaining dark matter and dark energy | Potential to Solve |
16 | Solving the unification of classical mechanics, relativity, and quantum mechanics from a philosophical perspective | Preliminarily Satisfied |
17 | Meeting background independence | Preliminarily Satisfied |
18 | Presenting in a simple formula suitable for display on a T-shirt | Preliminarily Satisfied |
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