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Saturday, 29 August 2026

Formulation of Physical Spacetime from Information Geometry Through Obidi's Transformation in the Theory of Entropicity (ToE)

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Formulation of Physical Spacetime from Information Geometry Through Obidi's Transformation in the Theory of Entropicity (ToE)

Formulation-of-Physical-Spacetime-from-Information-Geometry-Through-Obidi's-Transformation-in-the-Theory-of-Entropicity-(ToE).md


https://github.com/Entropicity/Theory-of-Entropicity-ToE-Research-Lab-The-Aether-Live-Lab-NoteBook/blob/a0862d7a1cdfe776b1726d567dd5b784a08a186e/markdown-from-clickup-live-lab-notebook/Formulation-of-Physical-Spacetime-from-Information-Geometry-Through-Obidi's-Transformation-in-the-Theory-of-Entropicity-(ToE).md


John Onimisi Obidi arrives at his formulation in the Theory of Entropicity (ToE) by executing a deliberate philosophical and mathematical pipeline. Rather than viewing entropy as a passive bookkeeping tool for physical disorder, he treats it as the fundamental, primary physical field ($S(x)$) from which matter and geometry emerge. [1, 2, 3]

He bridges the gap between abstract information geometry and physical spacetime through a series of foundational transitions:

1. The Ontological Shift (From Bit to Being)

Obidi expands on John Wheeler’s "It from Bit" concept and the work of pioneers like Ted Jacobson and Erik Verlinde. He posits that a physical point is simply a statistically distinguishable state. [4, 5, 6]

  • Because distinguishability is inherently informational, and information is mathematically defined by entropy, every point in existence must possess a local entropic value ($S(x)$). [5]

  • Spacetime is not a "box" containing matter; rather, the dynamic configurations of this entropic field actively construct physical geometry. [2]

2. The Metric Identification (Fisher-Rao & Fubini-Study)

In standard information geometry, the classical Fisher–Rao metric and quantum Fubini–Study metric measure how "far apart" two probability states are based on how easily they can be told apart. [7]

  • Obidi maps these abstract mathematical metrics directly to physical reality.

  • The Fisher–Rao metric is identified as the pre-spacetime metric of the classical/real sector.

  • The Fubini–Study metric is identified as the pre-spacetime metric of the complex/matter sector. [7, 8]

3. Breaking Čencov's Theorem (The Obidi Transformation)

A massive hurdle in mapping pure information geometry to physics is Čencov’s Theorem, which dictates that the classical Fisher metric is strictly positive-definite (Riemannian) and possesses a unique symmetric structure. Physical spacetime, however, requires a Lorentzian signature (one time dimension, three space dimensions) to support causal limits and light cones. [9, 10]

  • Obidi bypasses this restriction through the Obidi Transformation.

  • This is an entropy-gradient–driven, rank-one disformal deformation.

  • By executing a controlled "breaking" of Čencov's invariance, the transformation warps the Riemannian Fisher–Rao metric into a Lorentzian metric, embedding an arrow of time and causal light cones directly into the information field. [9, 11]

4. The Obidi Action & Curvature Transfer

To dictate how this field behaves dynamically, Obidi formulates the Obidi Action, which serves as the variational centerpiece of ToE—doing for the entropic field what the Einstein–Hilbert Action does for general relativity. [12]

  • He begins with a continuous Shannon entropy functional and promotes probability densities into a dynamic field. [13]

  • Through the Curvature Transfer Theorem (CTT), he demonstrates that the physical Riemann curvature tensor of spacetime is a direct projection ("pushforward") of the underlying information-geometric Riemann tensor. [8]

  • The speed of light (c) is naturally derived as an entropic boundary—the maximum rate at which the underlying entropic states can reconfigure. [14]

The Result: Emergent Gravity

By varying the Obidi Action, he derives the Master Entropic Equation (MEE). In the coarse-grained, near-equilibrium thermodynamic limit, this pre-geometric equation reduces perfectly. Einstein's Field Equations emerge naturally as thermodynamic identities rather than fundamental postulates of the universe. [3, 8, 13]

Would you like to take a closer look at the mathematical mechanics of the Obidi Transformation, or explore how the Obidi Curvature Invariant (ln⁡2) acts as the fundamental unit of spatial distinguishability?

[1] https://encyclopedia.pub

[2] https://medium.com

[3] https://papers.ssrn.com

[4] https://www.linkedin.com

[5] https://www.linkedin.com

[6] https://www.authorea.com

[7] https://osf.io

[8] https://osf.io

[9] https://papers.ssrn.com

[10] https://www.youtube.com

[11] https://medium.com

[12] https://papers.ssrn.com

[13] https://www.academia.edu

[14] https://medium.com

A Brief Introduction to the Mathematical Mechanics of Obidi's Theory of Entropicity (ToE)

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A-Brief-Introduction-to-the-Mathematical-Mechanics-of-Obidi's-Theory-of-Entropicity-(ToE).md

In modern theoretical physics, Obidi’s mathematical mechanics refers to the mathematical framework underlying the Theory of Entropicity (ToE), an "entropy-first" paradigm created by researcher John Onimisi Obidi.

Rather than treating space, time, or particles as fundamental building blocks, Obidi's framework posits that entropy is the foundational substance of reality. Physical spacetime, gravity, and quantum mechanics are mathematically derived as emergent behaviors arising from the gradients and dynamics of this universal entropic field.

1. The Obidi Action Principle (OAP)

The "engine" driving the mechanics is the Obidi Action. It serves as the universal variational principle for the entropic field, much like the Einstein-Hilbert action functions in General Relativity.

Lagrangian Dynamics:

It incorporates complex differential-geometric and spectral-geometric components to optimize and drive the flow of the entropic field (S(x)).

Haller-Obidi Action:

On a single-particle worldline, the action collapses via localization into the Haller-Obidi Action, linking single-particle mechanics to the macroscopic entropic field.

2. The Master Entropic Equation (MEE)

Applying the variational principle to the Obidi Action yields the Master Entropic Equation (MEE), also known as the Obidi Field Equations (OFE).

Nonlinear & Nonlocal:

The MEE describes how entropic gradients evolve and couple directly to matter, information, and geometry without assuming pre-existing spatial or temporal dimensions.

Iterative Solutions:

Mirroring Bayesian inference, the MEE is too complex for exact closed-form expressions and must be solved using non-explicit, iterative refinements.

3. Transforming Information Geometry into Spacetime

Obidi uses information geometry to bridge the gap between abstract mathematical states and the physical universe.

The Obidi Metric:

In standard statistical mathematics, the Fisher–Rao or Fubini–Study metrics measure the "distinguishability" between probability states. The Obidi Metric deforms these abstract statistical surfaces by scaling them with an entropy factor (e.g., (eS/kB)), turning a purely mathematical distance into a physical, dynamic, metric-affine curvature.

The α = 0 Connection:

Information geometry relies on Amari–Čencov α-connections to describe probability state shifts. Obidi demonstrates that when α = 0, this connection structurally simplifies to the torsion-free Levi-Civita connection. In the macroscopic limit, this mathematical connection physically manifests as the spacetime geometry of Einstein's General Relativity.

4. Reinterpretation of Physical Constants

Because everything emerges from the propagation of entropy, core physical parameters are recontextualized:

The Speed of Light (c):

Reframed as the strict upper limit at which the universal entropic field can rearrange itself.

Time and Relativity:

Relativistic effects like time dilation are not fundamental laws, but rather geometric artifacts produced by the finite propagation speed of entropic gradients.

If you want to look closer at these mechanics, we can provide more details on:

  • The specific differential topology of the entropic alpha-connection

  • How ToE mathematically re-derives the precession of Mercury

  • The Haller-Obidi action identity (HOAI) equation


Obidi’s mathematical mechanics form the foundation of the Theory of Entropicity (ToE), an "entropy-first" framework developed by physicist John Onimisi Obidi. The framework mathematically derives spacetime, gravity, and quantum mechanics as emergent phenomena from a primary universal entropic field (S(x)) rather than treating them as fundamental realities. [1, 2, 3]

The underlying mathematical architecture maps information geometry directly onto physical spacetime through the following structures:

1. The Entropic Manifold and Dual Metrics

Instead of a coordinate grid of space and time, the mechanics operate on an entropic manifold—a smooth differentiable manifold where each point represents a distinct configuration of the universe. Distances are measured by how "distinguishable" two states are, utilizing two primary information-geometric metrics: [4, 5, 6]

Fisher-Rao Metric:

Governs the classical/statistical sectors. It is mathematically justified by the Čencov-Morozova theorem as the unique metric invariant under statistical transformations. [4, 5, 7]

Fubini-Study Metric:

Governs the quantum states, defining a Kähler geometry whose curvature dictates the system's internal energy and inertial properties. [4, 7]

2. The Obidi Action Principle (OAP)

Similar to the Einstein-Hilbert action in General Relativity or the Principle of Least Action in classical mechanics, ToE relies on the Obidi Action. This variational principle serves as the dynamic engine of the theory.

It optimizes and drives the flow of the universal entropic field by integrating all major differential-geometric, spectral-geometric, and entropy structures. [2, 5, 8]

3. The Master Entropic Equation (MEE)

Applying the variational principle to the Obidi Action yields the Master Entropic Equation (MEE), also known as the Obidi Field Equations (OFE). This equation is highly non-linear, non-local, and serves as the exact entropic counterpart to Einstein’s field equations. [7, 9, 10]

Iterative Solutions:

Because the equation reflects the probabilistic and information-theoretic behavior of entropy, it generally yields no closed-form expressions. Solutions are solved via non-explicit iterative methods that mirror Bayesian inference updates. [10, 11]

Secondary Structures:

The MEE directly generates Entropic Geodesics (the natural paths of systems through the manifold) and the Entropy Potential Equation (which dictates how entropic forces physically manifest). [10]

4. The α = 0 Connection and Spacetime Emergence

Information geometry tracks shifting probability distributions using Amari-Čencov α-connections. Obidi’s mechanics isolate the α = 0 connection, which mathematically corresponds precisely to the unique, torsion-free Levi-Civita connection utilized in General Relativity.

Through coarse-graining, the abstract information manifold undergoes a physical phase change. In the macroscopic limit, the α = 0 connection living on the entropic manifold identifies directly as the physical spacetime connection of our four-dimensional universe. [3, 5, 12]

5. Constants as Entropic Limits

Under Obidi's mechanics, traditional physical constants lose their status as fundamental laws and are reinterpreted as operational limits: [7]

Speed of Light (c):

Re-framed as the absolute maximum speed at which the underlying entropic field can structurally rearrange itself.

Time and Uncertainty:

Relativistic time dilation and quantum uncertainty are derived mathematically as natural constraints and byproducts of this finite entropic propagation speed. [7]

Would you like to explore a specific mathematical component of the framework deeper? We can provide more details on:

  • The mathematical formulation of the Haller-Obidi Action and Lagrangian

  • How the theory utilizes the Curvature Transfer Theorem (CTT) to yield General Relativity

  • The difference between the Local and Spectral variations of the Obidi Action

[1] https://entropicity.github.io

[2] https://notd.io

[3] https://www.linkedin.com

[4] https://medium.com

[5] https://medium.com

[6] https://medium.com

[7] https://medium.com

[8] https://medium.com

[9] https://medium.com

[10] https://encyclopedia.pub

[11] https://medium.com

[12] https://medium.com