Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Log inSign up
Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Blog
Job Board
Q3AS

© 2026 Aqora Quantum S.A.S.

TermsPrivacyLegal Notice

Geometric Determinism of Quantum Probability in Relational Spacetime Manifolds: An Entropic Transfer Model Mediated by Porous Structures

Taku Koyama

Published Oct 13, 2026• 0 citations
Publisher

Abstract

This paper establishes a background-independent geometric determinism for quantum measurement and cosmic genesis by treating the micro-spacetime domain as a Porous Spacetime Manifold with a Planck-scale cutoff. Born's probability amplitude (|ψ|²) is redefined as a deterministic initial distribution ratio of the spacetime fluid membrane across microscopic void boundaries.Critically, this model resolves the long-standing logical breakdowns in quantum foundations: temporary energy non-conservation in time-energy uncertainty and the superluminal collapse of wave packets are geometrically explained via the manifold's non-local straddling and its subsequent surface-tension-like pull-in mechanism, without violating special relativity.Furthermore, we formulate the "initial cosmic fluctuations" as a direct 100% causal transcription of the preceding universe's cumulative entropy, transferred via quantum entanglement threads (ER bridges) across generations. This model comprehensively unifies particle localization, non-resettable causal histories, and the cosmic reincarnation cycle under a single background-independent topological framework.

DOI
10.5281/zenodo.23325135

Related papers

PROBABILISTIC DETERMINISM

Saad Anbi

This paper presents a comprehensive, alternative non-linear geometric framework aimed at unifying classical general relativity with quantum mechanics under a cohesive paradigm termed Probabilistic Determinism. We propose that the smooth spacetime metric manifold constitutes the sole fundamental physical reality, and that subatomic fermions are localized, topologically stable metric solitons possessing spin-1/2 connection profile invariants. By introducing a novel covariant field relation—the Anbi Metric Deformation Equation—we demonstrate that localized energy-momentum density traces inherently compress the coordinate network itself at the sub-microscopic scale. This localized spatial contraction provides an asymptotic geometric buffer that regularizes field interactions, natively resolving the ultraviolet divergence catastrophes of quantum field theories without requiring arbitrary mathematical renormalization. Furthermore, utilizing a relativistic de Broglie-Bohm phase connection, we demonstrate how deterministic trajectories traversing this dynamically compressed, fluctuating background manifold scale up macroscopically to recreate observed quantum statistical probability distributions as a strict geometric continuity fluid law.

•Jul 29, 2026•0 citations

Quantum Reality from Micro-Causal Geometry: A Wavefunction-Free Resolution of Quantum Paradoxes

Jau Tang

We present a quantum framework grounded in micro-causality and spacetime quantization, where spacetime is composed of discrete, causally ordered units rather than a continuous manifold. This intrinsic structure naturally generates fundamental quantum features—wave–particle duality, energy quantization, and the Heisenberg uncertainty principle—without invoking canonical quantization, matter-wave postulates, or harmonic-oscillator models. Consequently, this paradigm eliminates the long-standing paradoxes of wavefunction collapse, self-interference, and non-local spooky correlations in entanglement.Within this causal lattice spacetime, quantum commutation relations emerge from finite shift operators, and the uncertainty principle arises geometrically from non-commutativity at the fundamental level. Unlike standard quantum field theory (QFT), which predicts infinite vacuum energy and requires renormalization, the present framework removes zero-point energy, ultraviolet divergences, and fine-tuning. Moreover, U(1) symmetry is broken geometrically on the lattice, leading to mass generation without a Higgs mechanism.The Casimir effect is reinterpreted as a temperature-dependent imbalance in thermal radiation pressure rather than the consequence of vacuum fluctuations, predicting that the Casimir force should vary with ambient temperature. Experimental confirmation of such dependence would directly support the lattice interpretation and challenge the QFT view of vacuum energy.By unifying key quantum behaviors through discrete causal geometry, this model offers a divergence-free and physically grounded alternative to continuum-based QFT. It opens new avenues for quantum unification, cosmology, and the understanding of fundamental constants, without speculative constructs, singularities, or infinities.

•Nov 7, 2025•0 citations

Rethinking Quantum Uncertainty and Non-Locality: A Deterministic Hydrodynamic Framework via the Cosmic Texture Model

Turan Gerger

This updated preprint (v2) investigates the fundamental ontological contradiction between macroscopic chemical determinism and microscopic quantum uncertainty. Standard interpretations of quantum mechanics propose a micro-world governed by causeless randomness and probability waves. However, this study argues that the flawless precision observed in macroscopic chemistry and industrial systems necessitates an underlying, strictly deterministic physical reality operating at the hardware level of the universe. To resolve this paradox, the paper introduces the "Cosmic Texture" (Texton) Model, which redefines the universe not as an empty void, but as a continuous, highly elastic, and compressible fluid substratum. Within this framework, quantum uncertainty is not a fundamental law of nature, but the deterministic result of the unmapped hydrodynamic background noise of this texton sea and the inherently destructive nature of measurement methods. Key concepts explored and expanded in this version include: Hydrodynamic Phase Transitions & Baroclinic Vorticity: Rejecting mass-energy duality, the model defines particles as varying physical phases of the texton fluid. Linear compression waves (energy) transition into highly dense, stable, rigid vortices (matter) via baroclinic torque ($\nabla \rho \times \nabla P$) during high-energy collisions. Charge as Pressure Gradients: Electric charge and attractive forces are redefined mechanically as hydrostatic pressure and central vacuum gradients within the continuous fluid network. Mechanical Wave Collapse (The Observer Effect): The "collapse" of probability waves is explained via classical fluid dynamics. A measurement shockwave causes a diffuse electron cloud to implode into a constricted state. Exceeding its structural carrying capacity, the vortex reflexively expels excess energy (photon emission) and returns to its stable limit cycle. Non-Local Determinism: Bell's non-locality is preserved through the De Broglie-Bohm pilot-wave theory, where the abstract "quantum potential" is physically identified as real hydrostatic pressure and tension gradients within the texton sea. Spin Quantization: The discrete nature of quantum spin is mathematically grounded in Kelvin's Circulation Theorem, demonstrating that topological fluid knots must exist in integer multiples. Empirical & Phenomenological Validation: Moving beyond theoretical frameworks, this study supports its deterministic model with discrete lattice simulations and macroscopic analogs. Crucially, the hydrodynamic behavior of the Cosmic Texture is corroborated by established laboratory evidence, including: Madelung's hydrodynamic formulation of the Schrödinger equation (1927). Yves Couder's macroscopic walking droplet experiments (2006). The Dynamic Casimir Effect (DCE): Demonstrating the mechanical excitation of the fluid substratum. The SLAC E144 Experiment: Providing evidence for wave-to-vortex phase transitions. The Aharonov-Bohm Effect & Superfluid Vortices: Validating vector potentials as physical momentum flow and confirming the macroscopic quantization of limit cycles. This study presents a testable, causal, and purely mechanical alternative to the Copenhagen interpretation, re-establishing absolute causality in theoretical physics.

•Jul 5, 2026•0 citations

Energy Space and Quantum Geometry: A Framework for Emergent Physical Reality

Sanjeev Gupta

Abstract This work presents a unified geometric framework for quantum reality through four interconnected papers. It proposes that the coherent, non-separable correlations described by Hilbert space originate from an unobservable Energy Space, a fundamental substrate beyond spacetime that preserves perfect coherence and all conservation laws, thereby providing a geometric interpretation of quantum entanglement. Within this framework, the relation E = hf is interpreted as an encoding relation rather than a statement of physical energy actualization. During measurement, structural branching may occur, but Energy Space ensures that only one geometrically valid branch undergoes physical localization. Spacetime emerges from Energy Space as a passive geometric medium with intrinsic dynamic capabilities, giving rise to quantum objects and their interactions. Quantum objects are interpreted as dynamic geometric patterns of spacetime possessing an encoded geometric identity. Their physical properties, including mass, charge, spin, momentum, energy, wavelength, and phase, are fundamentally encoded in Energy Space and become physically actualized according to the interaction context and the degree of coherence or decoherence. The stability, transformation, and propagation of quantum objects are determined by their geometric compatibility with spacetime and with other quantum geometries. Electromagnetic, weak, and strong interactions are interpreted as direct interactions between compatible quantum-object geometries, whereas gravity is regarded as an indirect geometric interaction mediated through spacetime geometry. Geometric interactions may produce superposition, transformation into new quantum-object geometries, or the formation of larger composite geometric structures, providing a unified geometric interpretation of interactions, confinement, and composite systems. Within this geometric framework, a recursive geometric scaling parameter satisfying the invariant relation is proposed. Based on this hierarchy, phenomenological recursive scaling relations are developed for the lepton and quark families, suggesting a possible underlying geometric structure governing fermion masses, generational hierarchy, and relative stability. Finally, the Peak-Coupling Theory proposes that quantum localization and decoherence occur through discrete peak-coupling events between interacting quantum geometries at oscillatory extrema within a quantum wave packet. The wave envelope and phase continuously modulate the distribution of possible coupling events, while observable interaction probabilities may emerge from the squared magnitude of local coupling amplitudes, providing a possible geometric route toward the emergence of Born-rule probabilities Together, these four papers present a unified conceptual framework in which Energy Space, spacetime, quantum objects, physical interactions, particle hierarchies, quantum measurement, and localization are interpreted as interconnected manifestations of an underlying geometric reality. These ideas are developed across four papers: Paper 1: Energy Space and Geometric Nature of Quantum Objects and SpacetimePaper 2: Quantum GeometryPaper 3: Lepton and Quark Generational Phenomenological Patterns; and Paper 4: Peak-Coupling Theory of Quantum Interaction

•May 25, 2026•0 citations

Energy Space, Dynamic Quantum Geometry, Quantum Interactions and Gravity: A Unified Geometric Framework for Emergent Physical Reality

Sanjeev Gupta

AbstractThis work presents a unified geometric framework for quantum reality through four interconnected papers. It proposes that the coherent, non-separable correlations described by Hilbert space originate from an unobservable Energy Space, a fundamental substrate beyond spacetime that preserves perfect coherence and all conservation laws, thereby providing a geometric interpretation of quantum entanglement. Within this framework, the relation E = hf is interpreted as an encoding relation rather than a statement of physical energy actualization. During measurement, structural branching may occur, but Energy Space ensures that only one geometrically valid branch undergoes physical localization. Spacetime emerges from Energy Space as a passive geometric medium with intrinsic dynamic capabilities, giving rise to quantum objects and their interactions.Quantum objects are interpreted as dynamic geometric patterns of spacetime possessing an encoded geometric identity. Their physical properties, including mass, charge, spin, momentum, energy, wavelength, and phase, are fundamentally encoded in Energy Space and become physically actualized according to the interaction context and the degree of coherence or decoherence. The stability, transformation, and propagation of quantum objects are determined by their geometric compatibility with spacetime and with other quantum geometries.Electromagnetic, weak, and strong interactions are interpreted as direct interactions between compatible quantum-object geometries, whereas gravity is regarded as an indirect geometric interaction mediated through spacetime geometry. Geometric interactions may produce superposition, transformation into new quantum-object geometries, or the formation of larger composite geometric structures, providing a unified geometric interpretation of interactions, confinement, and composite systems.Within this geometric framework, a recursive geometric scaling parameter satisfying the invariant relation is proposed. Based on this hierarchy, phenomenological recursive scaling relations are developed for the lepton and quark families, suggesting a possible underlying geometric structure governing fermion masses, generational hierarchy, and relative stability.Finally, the Peak-Coupling Theory proposes that quantum localization and decoherence occur through discrete peak-coupling events between interacting quantum geometries at oscillatory extrema within a quantum wave packet. The wave envelope and phase continuously modulate the distribution of possible coupling events, while observable interaction probabilities may emerge from the squared magnitude of local coupling amplitudes, providing a possible geometric route toward the emergence of Born-rule probabilitiesTogether, these four papers present a unified conceptual framework in which Energy Space, spacetime, quantum objects, physical interactions, particle hierarchies, quantum measurement, and localization are interpreted as interconnected manifestations of an underlying geometric reality.These ideas are developed across four papers: Paper 1: Energy Space and Geometric Nature of Quantum Objects and Spacetime Paper 2: Quantum Geometry Paper 3: Lepton and Quark Generational Phenomenological Patterns; and Paper 4: Peak-Coupling Theory of Quantum Interaction

•Jun 1, 2026•0 citations

NOTEBOOK: The Wave Favouritism Theory of Spacetime (WF-S): A Unified Framework for Quantum Measurement, Entropy, and Cosmic Structure

Thurston, Mark Jason

What physically happens when we measure a quantum system? Standard quantum mechanics provides no answer—the Born rule $P_i = |\psi_i|^2$ is postulated, and measurement remains outside the theory's equations. The \textbf{Wave Favouritism Theory of Spacetime (WF-S)} proposes that measurement outcomes are \emph{deterministically selected} through entropy-driven amplitude dynamics. A local entropy field $S_\star(x)$ evolves according to physical law and determines which quantum configuration stabilizes via entropy-action minimization. Observed probabilities \[P_i = \frac{|a_i|^2 e^{-S_\star^{(i)}/k_B}}{\sum_j |a_j|^2 e^{-S_\star^{(j)}/k_B}}\]reflect our incomplete knowledge of $S_\star$, not fundamental randomness—resolving Einstein's objection that quantum mechanics offers probabilities ``by decree'' rather than from physical mechanism. WF-S establishes this deterministic foundation through three interconnected results: Result 1: Covariant influence Lagrangian.We derive a covariant influence action from five minimal axioms that reproduces Standard Model + General Relativity \emph{exactly} when entropy is spatially uniform. The Born rule emerges structurally from entropy-weighted geometry—not postulated but required by the field equations. Time's arrow follows from the T-odd entropy-phase coupling: $\ln(\Gamma_f/\Gamma_b) = -\Delta S_\star/k_B$ with zero adjustable parameters. All predictions depend on a single universal coupling $\eta = e^{-3} \approx 0.05$, testable across multiple systems. Result 2: Emergent structure from lattice geometry.Forces, matter, and fundamental constants emerge as different projections of the same deterministic entropy-field dynamics when the WF-S Lagrangian is coarse-grained onto a $3\times3\times3$ lattice organizing all gauge sectors. Forces arise as bilinear couplings of amplitude, phase, and entropy gradients; matter appears as stable ripple domains on lattice edges (fermions) and faces (bosons); constants are geometric projections of a universal envelope with ratios determined by lattice topology alone. The hierarchy problem ($\alpha_G/\alpha \sim 10^{-37}$) follows from dimensional suppression without fine-tuning. This framework extends to cosmological dynamics, connecting early-universe entropy evolution to late-time acceleration. Result 3: Falsifiable signatures distinguishing deterministic from ontological randomness.Unlike ontologically random theories, WF-S predicts reproducible, parameter-dependent biases in quantum measurements that track measured entropy gradients—impossible for fundamentally random systems. Near-term experiments (18--30 months) target: (i) quantum random number generators showing systematic bias $\sim\eta$ correlated with entropy gradients, (ii) interferometric visibility depending on $\Delta S_\star$, (iii) asymmetric transition rates $\ln(\Gamma_f/\Gamma_b) = -\Delta S_\star/k_B$ in two-level systems, and (iv) cross-sector constant ratio consistency. All predictions collapse to standard physics when entropy is uniform, providing direct falsification tests of the deterministic mechanism. WF-S offers the first testable resolution to quantum measurement from deterministic field dynamics—preserving Einstein's determinism without hidden variables, wavefunction collapse, or many worlds.

•Nov 10, 2025•0 citations
This paper establishes a background-independent geometric determinism for quantum measurement and cosmic genesis by treating the micro-spacetime domain as a Porous Spacetime Manifold with a Planck-scale cutoff. Born's probability amplitude (|ψ|²) is redefined as a deterministic initial distribution ratio of the spacetime fluid membrane across microscopic void boundaries.Critically, this model resolves the long-standing logical breakdowns in quantum foundations: temporary energy non-conservation in time-energy uncertainty and the superluminal collapse of wave packets are geometrically explained via the manifold's non-local straddling and its subsequent surface-tension-like pull-in mechanism, without violating special relativity.Furthermore, we formulate the "initial cosmic fluctuations" as a direct 100% causal transcription of the preceding universe's cumulative entropy, transferred via quantum entanglement threads (ER bridges) across generations. This model comprehensively unifies particle localization, non-resettable causal histories, and the cosmic reincarnation cycle under a single background-independent topological framework.
This paper presents a comprehensive, alternative non-linear geometric framework aimed at unifying classical general relativity with quantum mechanics under a cohesive paradigm termed Probabilistic Determinism. We propose that the smooth spacetime metric manifold constitutes the sole fundamental physical reality, and that subatomic fermions are localized, topologically stable metric solitons possessing spin-1/2 connection profile invariants. By introducing a novel covariant field relation—the Anbi Metric Deformation Equation—we demonstrate that localized energy-momentum density traces inherently compress the coordinate network itself at the sub-microscopic scale. This localized spatial contraction provides an asymptotic geometric buffer that regularizes field interactions, natively resolving the ultraviolet divergence catastrophes of quantum field theories without requiring arbitrary mathematical renormalization. Furthermore, utilizing a relativistic de Broglie-Bohm phase connection, we demonstrate how deterministic trajectories traversing this dynamically compressed, fluctuating background manifold scale up macroscopically to recreate observed quantum statistical probability distributions as a strict geometric continuity fluid law.
We present a quantum framework grounded in micro-causality and spacetime quantization, where spacetime is composed of discrete, causally ordered units rather than a continuous manifold. This intrinsic structure naturally generates fundamental quantum features—wave–particle duality, energy quantization, and the Heisenberg uncertainty principle—without invoking canonical quantization, matter-wave postulates, or harmonic-oscillator models. Consequently, this paradigm eliminates the long-standing paradoxes of wavefunction collapse, self-interference, and non-local spooky correlations in entanglement.Within this causal lattice spacetime, quantum commutation relations emerge from finite shift operators, and the uncertainty principle arises geometrically from non-commutativity at the fundamental level. Unlike standard quantum field theory (QFT), which predicts infinite vacuum energy and requires renormalization, the present framework removes zero-point energy, ultraviolet divergences, and fine-tuning. Moreover, U(1) symmetry is broken geometrically on the lattice, leading to mass generation without a Higgs mechanism.The Casimir effect is reinterpreted as a temperature-dependent imbalance in thermal radiation pressure rather than the consequence of vacuum fluctuations, predicting that the Casimir force should vary with ambient temperature. Experimental confirmation of such dependence would directly support the lattice interpretation and challenge the QFT view of vacuum energy.By unifying key quantum behaviors through discrete causal geometry, this model offers a divergence-free and physically grounded alternative to continuum-based QFT. It opens new avenues for quantum unification, cosmology, and the understanding of fundamental constants, without speculative constructs, singularities, or infinities.
This updated preprint (v2) investigates the fundamental ontological contradiction between macroscopic chemical determinism and microscopic quantum uncertainty. Standard interpretations of quantum mechanics propose a micro-world governed by causeless randomness and probability waves. However, this study argues that the flawless precision observed in macroscopic chemistry and industrial systems necessitates an underlying, strictly deterministic physical reality operating at the hardware level of the universe. To resolve this paradox, the paper introduces the "Cosmic Texture" (Texton) Model, which redefines the universe not as an empty void, but as a continuous, highly elastic, and compressible fluid substratum. Within this framework, quantum uncertainty is not a fundamental law of nature, but the deterministic result of the unmapped hydrodynamic background noise of this texton sea and the inherently destructive nature of measurement methods. Key concepts explored and expanded in this version include: Hydrodynamic Phase Transitions & Baroclinic Vorticity: Rejecting mass-energy duality, the model defines particles as varying physical phases of the texton fluid. Linear compression waves (energy) transition into highly dense, stable, rigid vortices (matter) via baroclinic torque (∇ρ×∇P\nabla \rho \times \nabla P∇ρ×∇P) during high-energy collisions. Charge as Pressure Gradients: Electric charge and attractive forces are redefined mechanically as hydrostatic pressure and central vacuum gradients within the continuous fluid network. Mechanical Wave Collapse (The Observer Effect): The "collapse" of probability waves is explained via classical fluid dynamics. A measurement shockwave causes a diffuse electron cloud to implode into a constricted state. Exceeding its structural carrying capacity, the vortex reflexively expels excess energy (photon emission) and returns to its stable limit cycle. Non-Local Determinism: Bell's non-locality is preserved through the De Broglie-Bohm pilot-wave theory, where the abstract "quantum potential" is physically identified as real hydrostatic pressure and tension gradients within the texton sea. Spin Quantization: The discrete nature of quantum spin is mathematically grounded in Kelvin's Circulation Theorem, demonstrating that topological fluid knots must exist in integer multiples. Empirical & Phenomenological Validation: Moving beyond theoretical frameworks, this study supports its deterministic model with discrete lattice simulations and macroscopic analogs. Crucially, the hydrodynamic behavior of the Cosmic Texture is corroborated by established laboratory evidence, including: Madelung's hydrodynamic formulation of the Schrödinger equation (1927). Yves Couder's macroscopic walking droplet experiments (2006). The Dynamic Casimir Effect (DCE): Demonstrating the mechanical excitation of the fluid substratum. The SLAC E144 Experiment: Providing evidence for wave-to-vortex phase transitions. The Aharonov-Bohm Effect & Superfluid Vortices: Validating vector potentials as physical momentum flow and confirming the macroscopic quantization of limit cycles. This study presents a testable, causal, and purely mechanical alternative to the Copenhagen interpretation, re-establishing absolute causality in theoretical physics.
Abstract This work presents a unified geometric framework for quantum reality through four interconnected papers. It proposes that the coherent, non-separable correlations described by Hilbert space originate from an unobservable Energy Space, a fundamental substrate beyond spacetime that preserves perfect coherence and all conservation laws, thereby providing a geometric interpretation of quantum entanglement. Within this framework, the relation E = hf is interpreted as an encoding relation rather than a statement of physical energy actualization. During measurement, structural branching may occur, but Energy Space ensures that only one geometrically valid branch undergoes physical localization. Spacetime emerges from Energy Space as a passive geometric medium with intrinsic dynamic capabilities, giving rise to quantum objects and their interactions. Quantum objects are interpreted as dynamic geometric patterns of spacetime possessing an encoded geometric identity. Their physical properties, including mass, charge, spin, momentum, energy, wavelength, and phase, are fundamentally encoded in Energy Space and become physically actualized according to the interaction context and the degree of coherence or decoherence. The stability, transformation, and propagation of quantum objects are determined by their geometric compatibility with spacetime and with other quantum geometries. Electromagnetic, weak, and strong interactions are interpreted as direct interactions between compatible quantum-object geometries, whereas gravity is regarded as an indirect geometric interaction mediated through spacetime geometry. Geometric interactions may produce superposition, transformation into new quantum-object geometries, or the formation of larger composite geometric structures, providing a unified geometric interpretation of interactions, confinement, and composite systems. Within this geometric framework, a recursive geometric scaling parameter satisfying the invariant relation is proposed. Based on this hierarchy, phenomenological recursive scaling relations are developed for the lepton and quark families, suggesting a possible underlying geometric structure governing fermion masses, generational hierarchy, and relative stability. Finally, the Peak-Coupling Theory proposes that quantum localization and decoherence occur through discrete peak-coupling events between interacting quantum geometries at oscillatory extrema within a quantum wave packet. The wave envelope and phase continuously modulate the distribution of possible coupling events, while observable interaction probabilities may emerge from the squared magnitude of local coupling amplitudes, providing a possible geometric route toward the emergence of Born-rule probabilities Together, these four papers present a unified conceptual framework in which Energy Space, spacetime, quantum objects, physical interactions, particle hierarchies, quantum measurement, and localization are interpreted as interconnected manifestations of an underlying geometric reality. These ideas are developed across four papers: Paper 1: Energy Space and Geometric Nature of Quantum Objects and SpacetimePaper 2: Quantum GeometryPaper 3: Lepton and Quark Generational Phenomenological Patterns; and Paper 4: Peak-Coupling Theory of Quantum Interaction
AbstractThis work presents a unified geometric framework for quantum reality through four interconnected papers. It proposes that the coherent, non-separable correlations described by Hilbert space originate from an unobservable Energy Space, a fundamental substrate beyond spacetime that preserves perfect coherence and all conservation laws, thereby providing a geometric interpretation of quantum entanglement. Within this framework, the relation E = hf is interpreted as an encoding relation rather than a statement of physical energy actualization. During measurement, structural branching may occur, but Energy Space ensures that only one geometrically valid branch undergoes physical localization. Spacetime emerges from Energy Space as a passive geometric medium with intrinsic dynamic capabilities, giving rise to quantum objects and their interactions.Quantum objects are interpreted as dynamic geometric patterns of spacetime possessing an encoded geometric identity. Their physical properties, including mass, charge, spin, momentum, energy, wavelength, and phase, are fundamentally encoded in Energy Space and become physically actualized according to the interaction context and the degree of coherence or decoherence. The stability, transformation, and propagation of quantum objects are determined by their geometric compatibility with spacetime and with other quantum geometries.Electromagnetic, weak, and strong interactions are interpreted as direct interactions between compatible quantum-object geometries, whereas gravity is regarded as an indirect geometric interaction mediated through spacetime geometry. Geometric interactions may produce superposition, transformation into new quantum-object geometries, or the formation of larger composite geometric structures, providing a unified geometric interpretation of interactions, confinement, and composite systems.Within this geometric framework, a recursive geometric scaling parameter satisfying the invariant relation is proposed. Based on this hierarchy, phenomenological recursive scaling relations are developed for the lepton and quark families, suggesting a possible underlying geometric structure governing fermion masses, generational hierarchy, and relative stability.Finally, the Peak-Coupling Theory proposes that quantum localization and decoherence occur through discrete peak-coupling events between interacting quantum geometries at oscillatory extrema within a quantum wave packet. The wave envelope and phase continuously modulate the distribution of possible coupling events, while observable interaction probabilities may emerge from the squared magnitude of local coupling amplitudes, providing a possible geometric route toward the emergence of Born-rule probabilitiesTogether, these four papers present a unified conceptual framework in which Energy Space, spacetime, quantum objects, physical interactions, particle hierarchies, quantum measurement, and localization are interpreted as interconnected manifestations of an underlying geometric reality.These ideas are developed across four papers: Paper 1: Energy Space and Geometric Nature of Quantum Objects and Spacetime Paper 2: Quantum Geometry Paper 3: Lepton and Quark Generational Phenomenological Patterns; and Paper 4: Peak-Coupling Theory of Quantum Interaction
What physically happens when we measure a quantum system? Standard quantum mechanics provides no answer—the Born rule Pi=∣ψi∣2P_i = |\psi_i|^2Pi​=∣ψi​∣2 is postulated, and measurement remains outside the theory's equations. The \textbf{Wave Favouritism Theory of Spacetime (WF-S)} proposes that measurement outcomes are \emph{deterministically selected} through entropy-driven amplitude dynamics. A local entropy field S⋆(x)S_\star(x)S⋆​(x) evolves according to physical law and determines which quantum configuration stabilizes via entropy-action minimization. Observed probabilities Pi=∣ai∣2e−S⋆(i)/kB∑j∣aj∣2e−S⋆(j)/kBP_i = \frac{|a_i|^2 e^{-S_\star^{(i)}/k_B}}{\sum_j |a_j|^2 e^{-S_\star^{(j)}/k_B}}Pi​=∑j​∣aj​∣2e−S⋆(j)​/kB​∣ai​∣2e−S⋆(i)​/kB​​reflect our incomplete knowledge of S⋆S_\starS⋆​, not fundamental randomness—resolving Einstein's objection that quantum mechanics offers probabilities ``by decree'' rather than from physical mechanism. WF-S establishes this deterministic foundation through three interconnected results: Result 1: Covariant influence Lagrangian.We derive a covariant influence action from five minimal axioms that reproduces Standard Model + General Relativity \emph{exactly} when entropy is spatially uniform. The Born rule emerges structurally from entropy-weighted geometry—not postulated but required by the field equations. Time's arrow follows from the T-odd entropy-phase coupling: ln⁡(Γf/Γb)=−ΔS⋆/kB\ln(\Gamma_f/\Gamma_b) = -\Delta S_\star/k_Bln(Γf​/Γb​)=−ΔS⋆​/kB​ with zero adjustable parameters. All predictions depend on a single universal coupling η=e−3≈0.05\eta = e^{-3} \approx 0.05η=e−3≈0.05, testable across multiple systems. Result 2: Emergent structure from lattice geometry.Forces, matter, and fundamental constants emerge as different projections of the same deterministic entropy-field dynamics when the WF-S Lagrangian is coarse-grained onto a 3×3×33\times3\times33×3×3 lattice organizing all gauge sectors. Forces arise as bilinear couplings of amplitude, phase, and entropy gradients; matter appears as stable ripple domains on lattice edges (fermions) and faces (bosons); constants are geometric projections of a universal envelope with ratios determined by lattice topology alone. The hierarchy problem (αG/α∼10−37\alpha_G/\alpha \sim 10^{-37}αG​/α∼10−37) follows from dimensional suppression without fine-tuning. This framework extends to cosmological dynamics, connecting early-universe entropy evolution to late-time acceleration. Result 3: Falsifiable signatures distinguishing deterministic from ontological randomness.Unlike ontologically random theories, WF-S predicts reproducible, parameter-dependent biases in quantum measurements that track measured entropy gradients—impossible for fundamentally random systems. Near-term experiments (18--30 months) target: (i) quantum random number generators showing systematic bias ∼η\sim\eta∼η correlated with entropy gradients, (ii) interferometric visibility depending on ΔS⋆\Delta S_\starΔS⋆​, (iii) asymmetric transition rates ln⁡(Γf/Γb)=−ΔS⋆/kB\ln(\Gamma_f/\Gamma_b) = -\Delta S_\star/k_Bln(Γf​/Γb​)=−ΔS⋆​/kB​ in two-level systems, and (iv) cross-sector constant ratio consistency. All predictions collapse to standard physics when entropy is uniform, providing direct falsification tests of the deterministic mechanism. WF-S offers the first testable resolution to quantum measurement from deterministic field dynamics—preserving Einstein's determinism without hidden variables, wavefunction collapse, or many worlds.