The deepest mystery of the universe lies in the perfect complementarity of two extremes. The microscopic quantum world is turbulent and full of uncertainty, but the universe did not allow it to head towards destruction. Instead, it used a kind of orderly and well-organized "classical tensor network" that resembles a geometric lattice to bind and frame it. It is the absolute stability provided by this classical framework that allows the turbulent quantum entanglement at the bottom to settle, and then "emerge" as the solid Earth beneath our feet and the magnificent gravitational spacetime described by Einstein. The stable, rigorous, and predictable "classical essence" of tensor computation is by no means a flaw. On the contrary, it is precisely the most brilliant aspect of the universe: classical tensors are the ultimate container of order, used to tame the disorder and rage of quantum mechanics. From the birth of the universe to the ultimate endgame of the most powerful AI in the future, the logic of everything remains the same—it requires both: locking in order with a classical framework and igniting speed with a quantum core.
The deepest mystery of the universe lies in the perfect complementarity of two extremes. The microscopic quantum world is turbulent and full of uncertainty, but the universe did not allow it to head towards destruction. Instead, it used a kind of orderly and well-organized "classical tensor network" that resembles a geometric lattice to bind and frame it. It is the absolute stability provided by this classical framework that allows the turbulent quantum entanglement at the bottom to settle, and then "emerge" as the solid Earth beneath our feet and the magnificent gravitational spacetime described by Einstein. The stable, rigorous, and predictable "classical essence" of tensor computation is by no means a flaw. On the contrary, it is precisely the most brilliant aspect of the universe: classical tensors are the ultimate container of order, used to tame the disorder and rage of quantum mechanics. From the birth of the universe to the ultimate endgame of the most powerful AI in the future, the logic of everything remains the same—it requires both: locking in order with a classical framework and igniting speed with a quantum core.
Although the quantum world is turbulent and filled with uncertainty—exemplified by quantum entanglement—the universe employs rigid, grid-like classical tensor networks to confine and organize these phenomena. It is this classical stability that gives rise to the solid Earth beneath our feet and Einstein’s gravitational spacetime. The orderly, immutable yet “turning” classical nature of tensor computation is not a defect. It is the universe’s profound wisdom: using classical tensor network structures to integrate chaotic quantum entanglements, thereby allowing the emergence of our physical reality. Classical tensors are not outdated; they are the ultimate container for taming quantum turbulence. The birth of the universe and future supreme AI both require duality: classical frameworks for order, quantum cores for explosive capability.
The deepest structure of the cosmos resides in a perfect complementarity between two extremes. At the microscopic level, the quantum world is violent and indeterminate. The universe does not allow this indeterminacy to collapse into chaos; instead, it confines and organizes it through a rigorously geometric classical structure known as tensor networks. The absolute stability supplied by this classical scaffolding permits the underlying quantum entanglement to condense and, through emergence, to produce the solid Earth beneath our feet and the curved spacetime described by Einstein. The classical character of tensor computation—its stability, determinism, and capacity for controlled nonlinearity—is not a limitation. It is the universe’s highest engineering principle: classical tensors function as the ultimate container of order that tames quantum disorder. From the birth of the cosmos to the ultimate horizon of artificial intelligence, the same logic holds: both frameworks are indispensable. Classical structure locks in order; a quantum core supplies explosive speed and correlation. This paper examines the classical essence of tensor computation in contemporary AI systems, the fundamental physical obstructions that prevent its full quantumization, the striking structural isomorphism between AI tensor networks and the tensor-network constructions used in quantum gravity, and the consequent division of labor between classical AI capabilities and irreducibly human forms of understanding, originality, and responsibility.
The most profound secret of the universe lies in the complementary relationship between quantum indeterminacy and classical order. Quantum mechanics at the microscopic scale is turbulent and non-deterministic. Yet the cosmos does not surrender to this turbulence. It imposes a highly regular, lattice-like classical architecture—tensor networks—that frames and stabilizes the quantum substrate. Only through the absolute reliability of this classical container can quantum entanglement settle and give rise to macroscopic classical reality: the solid ground we stand on and the geometric spacetime of general relativity. Tensor computation, the mathematical engine underlying both modern artificial intelligence and certain approaches to quantum gravity, exhibits precisely this classical character. Its stability, path-determinacy, and controlled nonlinearity are not defects to be overcome; they are the very features that allow order to emerge from quantum chaos. The same architectural principle governs both the large-scale structure of the universe and the internal organization of powerful AI systems: classical frameworks enforce order while quantum resources, where available, provide speed and non-classical correlations. This paper develops that parallel. Section 2 clarifies the classical nature of the tensor operations that power current AI. Section 3 explains why these operations cannot be straightforwardly quantumized. Section 4 shows how the identical tension appears in quantum gravity and how tensor networks resolve it by generating emergent classical spacetime. Section 5 draws the practical consequences for the division of cognitive labor between AI and human agents. Section 6 briefly indicates how tensor networks themselves serve as a practical bridge for approximating quantum field theory on classical hardware. Section 7 concludes.
We discovered that the deepest layer of reality is not made of particles, fields, or spacetime, but of distinction—the structural separation between an observer and the world they observe. This single principle explains why the universe has quantum uncertainty, why spacetime bends, why black holes can’t form singularities, why information is holographic, and why even artificial intelligence breaks down when it tries to learn too much. From one coherence equation, we derived the Schrödinger equation, emergent spacetime geometry, holographic limits, and the universal boundaries that shape all physical law. This “Coherence Substrate” is the engine beneath reality: a simple structural rule that generates every known feature of the universe.
The mainstream system of physics today is shackled by three major theoretical frameworks that fundamentally deviate from research rooted in matter and objective reality. All three are constructed based on abstract assumptions that contradict intuitive material motion and formal logic. First, the geometric metaphysical system derived from General Relativity, including spacetime curvature, Einstein’s field equations, extra dimensions, gravitational waves, black hole singularities, the Big Bang, dark matter, dark energy, spacetime distortion, wormholes and other related flawed propositions. This framework arbitrarily reinterprets gravitational effects of celestial bodies as unobservable geometric deformations of spacetime, and fabricates the concept of "gravitational waves" claimed to propagate at the speed of light. Quantitative calculations targeting the 1.3-billion-light-year black hole merger event prove that the field equations artificially set a mere 5% mass loss ratio. The calculated amplitude of gravitational fluctuations is tens of thousands of times larger than values derived from Newtonian mechanics consistent with real material transformation rules. This parameter is only a fitting tool to match detected signals, contradicting the objective law that all solid matter converts into photon plasma and gravitational force vanishes completely after celestial mergers. When calculations from the field equations conflict with galactic observational data, scholars invent unobservable hypothetical concepts such as dark matter, dark energy and extra dimensions to patch theoretical gaps, deliberately ignoring empirically verifiable physical mechanisms including interstellar plasma refraction and instantaneous action-at-a-distance gravitational force between celestial bodies. Second, the probabilistic idealistic interpretation of quantum mechanics, covering quantum superposition, Schrödinger’s cat, wave function collapse, observer effect, probability clouds, Heisenberg uncertainty principle, and subjectively biased explanations of quantum entanglement. This system breaks the law of contradiction in formal logic by asserting that objects can simultaneously hold mutually exclusive states, and arbitrarily proposes wave-particle duality to misclassify photons as entities possessing both wave and particle properties. Researchers deliberately avoid measuring fundamental parameters of photons such as vibration amplitude, vibration angle and vibration frequency. Intuitive experimental contrasts show interference and diffraction fringes only emerge when single/double slits are present, yet existing experimental equipment is fully capable of clarifying interactive mechanisms between photons and slit walls. Relevant foundational measurements have long been neglected. Third, the standard model’s artificially fitted spectrum of confined hypothetical particles, including quarks, gluons, the Higgs boson, neutrinos, virtual photons, quark-gluon plasma, etc. Heavy-ion collision experiments conducted at laboratories such as CERN can generate extreme temperatures of 2 trillion to 4 trillion degrees Celsius. Under such conditions, all solid particles fully dissociate into pure gamma photon clusters. However, to preserve the integrity of the standard model, scholars falsely claim stable quarks and gluons persist at ultrahigh temperatures, naming dense photon fireballs "quark-gluon plasma". They also introduce undetectable virtual photons to explain bidirectional conversion between photons and solid particles, fabricating imaginary intermediaries to obscure the straightforward objective law of energy-matter transformation, entirely abandoning the scientific spirit of pursuing objective truth. This paper clearly states its core stand: photons are pure energy particles with no inherent wave characteristics. The so-called "gravitational waves" defined by General Relativity do not exist objectively. The oscillating signals captured by detectors merely reflect variations in gravitational magnitude caused by relative motion of celestial bodies, rather than ripples propagating through spacetime. Gravitational force never travels in wave form. These three theoretical frameworks are tightly intertwined, forming a self-enclosed paradigm culture that prioritizes defending existing theories over exploring objective reality. They consume massive scientific research resources and continuously hinder humanity’s ability to interpret the fundamental laws of the universe through observable, logically consistent realistic concepts (the essence of photons, plasma refraction, instantaneous action-at-a-distance forces). This paper comprehensively lists all concepts inconsistent with empirical science, analyzes their flaws in logic, computation and experimental observation, and advocates reconstructing a unified physical framework grounded in observable material motion.
This research aims to thoroughly resolve the century-long core conflict in fundamental assumptions and ontology between General Relativity (GR) and Quantum Mechanics (QM) in modern physics. We strictly challenge and overturn the mainstream phenomenological viewpoint of the Copenhagen Interpretation regarding the "Ontological Indeterminacy" of the microscopic world. Grounded in the grand framework of the Grand Unified Theory of Cosmic Mind (GUTCM), we propose an absolute geometric determinism model based on "Massless Dynamics" and "Inverted Singularity Topology (i.e., the Four-Dimensional Spatial Cosmic Membrane)." Through extreme dynamical argumentation, this paper points out that the superposition and randomness exhibited in quantum phenomena are by no means mysterious attributes built into microscopic entities. Their physical essence is the inevitable "Spacetime Aliasing" effect produced by macroscopic observers—limited by the low gravitational field spacetime metric and sluggish observational resolution—when perceiving extremely high-frequency physical interaction processes. To precisely describe this underlying operation, we integrate the 0/∞ Nothingness Model Reconstruction to establish two core mechanisms: The Infinite-Speed Processor Essence of the Four-Dimensional Inverted Singularity: The traditional Big Bang singularity is dead, but the inverted singularity of this universe is essentially a "four-dimensional spatial cosmic membrane" relentlessly crushed into existence by the absolute vacuum acting upon saturated particles. This physical membrane is constantly undergoing inside-out inversion at infinite speed, enveloping us (three-dimensional spacetime) within it. Therefore, the inverted singularity does not linger in the past, but is the "eternal present," possessing infinite topological tension and computational speed. Proper Time Collapse and Instantaneous Geometric Ergodicity: According to General Relativity, when a wave-state entity with rest mass m=0 moves along a null geodesic, its subjective proper time dτ≡0. When the zero-mass wave state contacts the ubiquitous four-dimensional cosmic membrane (inverted singularity), it essentially enters a server with "infinite computational speed." This endows the wave state with the absolute physical ability to achieve "instantaneous ergodicity" over the three-dimensional global spacetime coordinates without violating macroscopic causality. Based on this rigorous geometric framework, this research redefines and deconstructs two major quantum paradoxes of contemporary physics: Quantum Superposition: This is actually the trajectory afterimage left by the particle undergoing extreme high-frequency oscillation between the "infinite-speed processing layer of the four-dimensional inverted singularity (cosmic server-side)" and the "three-dimensional macroscopic spatial coordinates (observation client-side)." The wavefunction ∣Ψ∣² in the Schrödinger equation does not describe an ethereal probability of existence, but rather the "time-averaged distribution density" of the particle on this high-frequency cyclic path. Quantum Entanglement: All microscopic wormholes (ER bridges) are not randomly connected in three-dimensional space, but are directly connected to the "four-dimensional cosmic membrane (inverted singularity)" enveloping three-dimensional spacetime. Entangled particles, within the topological structure of the 4D membrane, strictly share a single "fully connected vertex." The so-called non-local spooky action is in fact the multiple geometric projections of a single high-dimensional information entity onto a three-dimensional manifold, possessing an indisputable "topological identity" at its core. This theory successfully blows away the non-deterministic fog of quantum mechanics entirely, perfectly converging it within the rigid geometric framework of General Relativity. We prove that the action at a distance and superposition in quantum mechanics are purely the mechanized, instantaneous mechanical reactions inevitably exhibited by the zero-mass wave state upon contacting the ubiquitous four-dimensional inverted singularity that possesses infinite-speed inversion capability.