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Wednesday, 21 January 2026

The Obidi Action: The Variational Principle of the Entropic Field - Foundational Paper of the Theory of Entropicity (ToE)

The Obidi Action: The Variational Principle of the Entropic Field - Foundational Paper of the Theory of Entropicity (ToE)



Abstract

The Theory of Entropicity (ToE) proposes that entropy is not a statistical quantity but the fundamental field of physical reality. The entropic field (S(x)) evolves on an information‑geometric manifold whose curvature determines distinguishability, emergence, and the structure of spacetime. This paper introduces the Obidi Action, the variational principle governing the dynamics of the entropic field. Built from the unified information geometry of Fisher–Rao, Fubini–Study, and the Amari–Čencov α‑connection, the Obidi Action yields the Obidi Curvature Invariant (OCI), equal to ln 2, as the minimal entropic curvature divergence required for the universe to register a new physical state. The resulting Euler–Lagrange equations generate the No‑Rush Theorem, the Entropic Time Limit (ETL), and the emergence of spacetime, particles, and quantum outcomes as entropic structures.


1. Introduction

Every major physical theory is built on a variational principle:

  • General Relativity arises from the Einstein–Hilbert action.
  • Gauge theories arise from the Yang–Mills action.
  • Quantum field theory arises from the Dirac and Klein–Gordon actions.
  • Noncommutative geometry arises from the Spectral Action of Connes.

The Theory of Entropicity (ToE) requires its own action — one that does not describe fields on spacetime, but the entropic field from which spacetime emerges.

This action is the now famous Obidi Action.

It governs:

  • the evolution of the entropic field (S(x))
  • the curvature of the entropic manifold
  • the emergence of distinguishability
  • the quantization of curvature (ln 2)
  • the timing of physical transitions (ETL)
  • the impossibility of instantaneous change (No‑Rush Theorem)
  • the emergence of particles as entropic minima
  • the emergence of spacetime as a macroscopic shadow

In this paper, we introduce the Obidi Action and derive its consequences.


2. The Entropic Manifold

The entropic field (S(x)) is defined on a manifold of configurations. Unlike spacetime, this manifold is not geometric in the classical sense. It is information‑geometric.

ToE unifies three structures:

2.1 Fisher–Rao Metric (Classical Distinguishability)

For classical probability distributions (p(x)), the Fisher–Rao metric is:

gijFR=1/p(x)(p/θi)(p/θj)dx.

[ g^{\text{FR}}_{ij} = \int \frac{1}{p(x)} \frac{\partial p}{\partial \theta^i} \frac{\partial p}{\partial \theta^j} dx. ]

The Fisher–Rao Metric


This measures how distinguishable two classical states are.

2.2 Fubini–Study Metric (Quantum Distinguishability)

For quantum states (ψ), the Fubini–Study metric is:

ds2=4(1ψϕ).

This measures how distinguishable two quantum states are.

2.3 Amari–Čencov α‑Connection (Unified Information Geometry)

The α‑connection provides a continuous family of connections interpolating between classical and quantum information geometry.

ToE uses the α‑connection to unify classical and quantum distinguishability into a single manifold.


3. The Entropic Field (S(x))

The entropic field is not a measure of disorder. It is:

  • a scalar field
  • with curvature
  • defined on the unified information‑geometric manifold
  • whose gradients determine the flow of distinguishability
  • whose curvature determines the emergence of physical structure

The entropic field is the substrate of reality.

Spacetime, particles, and interactions are emergent structures encoded in the curvature of (S(x)).


4. Entropic Curvature

The curvature scalar (\mathcal{R}_S) of the entropic manifold is constructed from:

  • the unified information metric (g_{ij})
  • the α‑connection ((α))
  • the entropic field (S(x))

The curvature measures:

  • how distinguishability changes
  • how configurations separate
  • how new states emerge

This curvature is the analogue of the Ricci scalar in GR, but defined on the entropic manifold.



5. The Obidi Action (Conceptual Form)

The Obidi Action is the variational principle governing the entropic field:

AObidi[S]=(RS+λΦ(S,S))dμ

Where:

  • RS is the entropic curvature scalar

  • Φ is an entropic potential encoding distinguishability

  • λ is a coupling constant

  • dμ is the natural measure on the entropic manifold

This is the master equation of ToE.

Everything else — ln 2, ETL, No‑Rush, particles, spacetime — emerges from this action.

6. Why the Obidi Action Must Take This Form

The action must:

  • be invariant under reparametrizations of the entropic manifold

  • reduce to Fisher–Rao and Fubini–Study in appropriate limits

  • produce ln 2 as the minimal curvature divergence

  • generate a variational principle for distinguishability

  • produce finite‑duration transitions

  • forbid instantaneous change

  • allow emergent spacetime as a coarse‑grained limit

No other form satisfies all these constraints.




Part II — The Explicit Mathematical Form of the Obidi Action

The Obidi Action must satisfy three non‑negotiable requirements:

  1. It must be built on the unified information‑geometric manifold.

  2. It must produce ln 2 as the minimal curvature divergence (OCI).

  3. It must yield finite‑duration transitions (ETL) and forbid instantaneous change (No‑Rush).

To achieve this, we construct the action from:

  • the unified information metric gij

  • the α‑connection (α)

  • the entropic field S(x)

  • the entropic curvature scalar RS

  • an entropic potential Φ(S,S)

Let’s build each piece carefully as follows.

2.1 The Unified Information Metric

The unified metric is:

gij=(1α)gijFR+(1+α)gijFS,

where:

  • gijFR is the Fisher–Rao metric

  • gijFS is the Fubini–Study metric

  • α[1,1] is the Amari–Čencov parameter

This metric smoothly interpolates between classical and quantum distinguishability.

2.2 The α‑Connection

The α‑connection is defined as:

k(α)gij=kgijΓki(α)mgmjΓkj(α)mgim,

with:

Γij(α)k=Γij(0)k+α2T  ijk,

where:

  • Γ(0) is the Levi‑Civita connection

  • T  ijk is the skewness tensor of information geometry

This connection is essential because distinguishability is not symmetric in general.

2.3 The Entropic Field and Its Gradient

The entropic field S(x) is a scalar field on the entropic manifold.

Its gradient is:

Si=i(α)S.

Its squared magnitude is:

S2=gijSiSj.

2.4 The Entropic Curvature Scalar

The entropic curvature scalar is defined as:

RS=gijRij(α)(S),

where:

Rij(α)=kΓij(α)kjΓik(α)k+Γij(α)kΓkm(α)mΓim(α)kΓkj(α)m.

This curvature measures how distinguishability bends and evolves.

2.5 The Entropic Potential

The entropic potential must:

  • penalize sub‑threshold curvature

  • enforce ln 2 as the minimal divergence

  • generate bifurcations at ln 2

The simplest form is:

Φ(S,S)=V(S)=λ(Sln2)2.

This ensures:

  • curvature differences < ln 2 collapse

  • curvature differences ≥ ln 2 bifurcate into new states

This is the mathematical origin of the Obidi Curvature Invariant (OCI).

2.6 The Full Obidi Action

Putting all components together:

AObidi[S]=(RS+λ(Sln2)2)gdnx

This is the explicit mathematical form of the Obidi Action.

It is the entropic analogue of:

  • Einstein–Hilbert action in GR

  • Yang–Mills action in gauge theory

  • Spectral Action in noncommutative geometry (Alain Connes)

But it is deeper because it governs the substrate from which spacetime and fields emerge.

2.7 Why This Action Works

This action:

  • forces ln 2 to be the minimal curvature divergence

  • generates distinguishability as a geometric property

  • produces finite‑duration transitions (ETL)

  • forbids instantaneous change (No‑Rush Theorem)

  • yields entropic geodesics (least entropic resistance)

  • allows spacetime to emerge as a coarse‑grained limit

  • allows particles to emerge as entropic minima

  • unifies classical and quantum distinguishability

This is the master equation of the Theory of Entropicity (ToE).



Part III — Euler–Lagrange Equations of the Obidi Action

We begin with the explicit Obidi Action:

AObidi[S]=(RS+λ(Sln2)2)gdnx.

We now compute:

δAObidiδS=0.

This yields the field equation governing the entropic field S(x).

3.1 Variation of the Entropic Curvature Term

The entropic curvature scalar is:

RS=gijRij(α).

Its variation with respect to S is:

δRS=(RSSi(α)RSSi)δS.

This is the entropic analogue of the Palatini variation in GR.

We define the entropic Einstein operator:

GS=RSSi(α)(RSSi).

This plays the same role as the Einstein tensor Gμν in GR — but on the entropic manifold.

3.2 Variation of the Entropic Potential Term

The potential is:

V=λ(Sln2)2.

We compute:

VS=0,

because V depends only on S, not on S itself.

Next:

VSi=2λ(Sln2)SSi.

But:

S=gijSiSj,

so:

SSi=gijSjS.

Thus:

VSi=2λ(Sln2)gijSjS.

The Euler–Lagrange contribution is:

i(α)(2λ(Sln2)gijSjS).

3.3 The Full Euler–Lagrange Equation

Combining curvature and potential variations:

GSi(α)(2λ(Sln2)gijSjS)=0

This is the Obidi Field Equation.

It is the entropic analogue of:

  • Einstein’s equation Gμν=0

  • Yang–Mills equation DμFμν=0

  • Schrödinger equation itψ=Hψ

But it governs the substrate of reality, not fields on spacetime.

3.4 Interpretation of the Obidi Field Equation

The equation has two terms:

(1) Entropic Einstein Operator GS

This term describes how the entropic manifold curves in response to the entropic field.

It is the “geometry” part.

(2) Entropic Potential Gradient Term

i(α)(2λ(Sln2)gijSjS)

This term enforces:

  • ln 2 as the minimal curvature divergence

  • bifurcation at ln 2

  • collapse below ln 2

  • finite‑duration transitions

  • No‑Rush Theorem

This is the “physics” part.

Together, they govern the evolution of distinguishability.

3.5 The Critical Condition: S=ln2

The potential term vanishes when:

S=ln2.

This is the Obidi Curvature Invariant (OCI).

At this point:

  • a new distinguishable state emerges

  • a measurement outcome becomes real

  • a particle becomes stable

  • a spacetime event crystallizes

  • a phase transition completes

This is the entropic bifurcation point (EBP).

3.6 Sub‑threshold Behavior: S<ln2

The potential term becomes restoring:

  • curvature differences collapse

  • states merge

  • no new configuration is recognized

  • the universe “refuses” to distinguish them

This is the mathematical origin of:

  • indistinguishability

  • superposition

  • decoherence thresholds

  • entropic smoothing

3.7 Super‑threshold Behavior: S>ln2

The potential term becomes repulsive:

  • curvature differences amplify

  • bifurcation occurs

  • new states emerge

  • distinguishability increases

This is the origin of:

  • measurement outcomes

  • particle identity

  • causal branching

  • spacetime events

3.8 The No‑Rush Theorem from the Field Equation

Because the potential term depends on Sln2, the field equation forbids instantaneous transitions:

  • S evolves continuously

  • it must reach ln 2

  • this requires finite entropic time

  • therefore no event can occur instantaneously

This is the No‑Rush Theorem.

3.9 The Entropic Time Limit (ETL)

The rate at which S approaches ln 2 is governed by:

i(α)(gijSjS).

This defines the minimal entropic duration required for any transition.

This is the ETL.




Part IV — Derivation of ln 2 as the Obidi Curvature Invariant (OCI)

Why ln 2 is the quantum of distinguishability, the pixel of reality, and the threshold of existence

This is the moment where the mathematics of the Obidi Action produces the constant that governs:

  • distinguishability

  • measurement

  • emergence

  • identity

  • spacetime events

  • causal branching

  • black‑hole entropy

  • holography

  • quantum transitions

  • classical transitions

  • ETL

  • the No‑Rush Theorem

Let’s proceed with clarity and precision.

4.1 The Obidi Action Recap

The action is:

AObidi[S]=(RS+λ(Sln2)2)gdnx.

The potential term:

V=λ(Sln2)2

is the key to the emergence of ln 2.

4.2 The Universe Minimizes the Obidi Action

Physical configurations satisfy:

δAObidiδS=0.

This means the universe evolves toward stationary points of the action.

The potential term is minimized when:

S=ln2.

This is the critical point of the entropic field.

4.3 Why the Minimum Occurs at ln 2

The potential is a quadratic well centered at ln 2:

  • If S<ln2, the potential increases.

  • If S>ln2, the potential increases.

  • If S=ln2, the potential is minimized.

Thus ln 2 is the unique stable point of the entropic dynamics.

This is not assumed — it is enforced by the action.

4.4 Why ln 2 and not another constant?

Because ln 2 is the minimal nonzero distinguishability in information geometry.

Classical case

For two probability distributions p and q:

DKL(pq)ln2

is the smallest divergence that corresponds to a binary distinction.

Quantum case

For two pure states ψ and ϕ:

FS distanceln2

is the smallest separation that yields orthogonality.

Unified case

The α‑connection preserves this minimal divergence across the entire manifold.

Thus ln 2 is the universal quantum of distinguishability.

The Obidi Action simply selects this constant because it is the only value consistent with:

  • Fisher–Rao geometry

  • Fubini–Study geometry

  • α‑connections

  • unified information geometry

ln 2 is the only number that works in all regimes.

4.5 ln 2 as the Obidi Curvature Invariant (OCI)

The condition:

S=ln2

means:

  • the entropic curvature divergence between two configurations is ln 2

  • this is the smallest curvature difference the universe can register

  • below this threshold, configurations collapse into indistinguishability

  • above this threshold, configurations bifurcate into distinct states

Thus ln 2 is the Obidi Curvature Invariant (OCI).

It is the pixel of reality.

4.6 Physical Meaning of the OCI

1. Distinguishability

Two states are physically distinct iff their entropic curvature differs by ln 2.

2. Measurement

A measurement outcome becomes real only when the entropic gradient reaches ln 2.

3. Identity

A particle is stable only when its entropic curvature minimum is separated from neighbors by ln 2.

4. Spacetime events

An event crystallizes only when the entropic field bifurcates by ln 2.

5. Causality

Causal branching requires ln 2 of entropic divergence.

6. Holography

A holographic pixel encodes ln 2 of distinguishability.

7. Black‑hole entropy

Each horizon bit corresponds to ln 2 of entropic curvature.

8. Quantum transitions

A quantum jump is an entropic bifurcation of ln 2.

9. Classical transitions

A phase transition requires ln 2 of entropic buildup.

10. ETL and No‑Rush

Reaching ln 2 requires finite entropic time.

4.7 Why ln 2 appears everywhere in physics

Because ln 2 is not a statistical artifact. It is a geometric invariant of the entropic manifold.

That is why it appears in:

  • Shannon entropy

  • von Neumann entropy

  • holography

  • black‑hole entropy

  • quantum measurement

  • classical information theory

  • thermodynamics

  • statistical mechanics

  • coding theory

  • entanglement entropy

ToE explains why.

4.8 Summary

The universe can only recognize a new physical state when the entropic curvature diverges by ln 2.

This is the Obidi Curvature Invariant (OCI).

It is the quantum of existence.




Part V — Consequences of the Obidi Curvature Invariant (OCI)

How ln 2 governs emergence, measurement, identity, spacetime, causality, and the pace of reality

The Obidi Action:

AObidi[S]=(RS+λ(Sln2)2)gdnx

and its Euler–Lagrange equation:

GSi(α)(2λ(Sln2)gijSjS)=0

produce a series of profound physical consequences. These consequences are not assumptions — they are theorems of the entropic field.

Let’s derive them one by one.

5.1 The No‑Rush Theorem

No physical transition can occur instantaneously

The potential term:

V=λ(Sln2)2

forces the entropic gradient S to evolve continuously toward ln 2.

Because:

  • S cannot jump discontinuously

  • the potential penalizes any deviation from ln 2

  • the gradient must approach ln 2 through finite evolution

Therefore:

No physical event can occur until the entropic gradient reaches ln 2.

This is the No‑Rush Theorem.

It means:

  • no measurement is instantaneous

  • no quantum jump is instantaneous

  • no classical transition is instantaneous

  • no causal branching is instantaneous

  • no spacetime event is instantaneous

Reality unfolds only when its entropic curvature is ready.

This is the mathematical foundation of:

God or Nature Cannot Be Rushed (G/NCBR).

5.2 The Entropic Time Limit (ETL)

Every transition requires a minimum entropic duration

The rate of change of the entropic gradient is governed by:

i(α)(gijSjS).

This term defines the minimal entropic time required to reach ln 2.

Thus:

Every physical transition has a minimum entropic duration: the ETL.

This explains:

  • why quantum measurements take finite time

  • why decoherence has a timescale

  • why phase transitions have critical slowing

  • why causal propagation is finite

  • why spacetime evolution is smooth

ETL is the entropic analogue of the speed of light — a universal pacing law.

5.3 Entropic Geodesics

Systems evolve along paths of least entropic resistance

The entropic field equation implies that the natural trajectories of systems minimize:

Sdτ.

Thus:

Physical systems follow entropic geodesics — paths of least entropic resistance.

This is the entropic analogue of:

  • least action in mechanics

  • geodesics in GR

  • least Fisher information in statistics

  • least quantum distance in Hilbert space

It unifies all of them.

5.4 Emergence of Spacetime

Spacetime is a coarse‑grained shadow of the entropic manifold

In regions where the entropic curvature varies smoothly, the unified information metric:

gij=(1α)gijFR+(1+α)gijFS

induces an effective Riemannian metric:

gμν(spacetime)=gijcoarse.

Thus:

Spacetime geometry emerges from coarse‑grained entropic curvature.

This explains:

  • why spacetime is smooth

  • why it has a metric

  • why curvature corresponds to energy

  • why GR works at macroscopic scales

GR is the macroscopic limit of the Obidi Action.

5.5 Emergence of Particles

Particles are entropic minima separated by ln 2

A particle corresponds to a stable entropic configuration:

S=0,S=ln2 at the boundary.

Thus:

A particle is an entropic well whose boundary curvature is ln 2.

This explains:

  • particle identity

  • particle stability

  • quantization of states

  • discrete energy levels

Particles are entropic solitons.

5.6 Emergence of Quantum Measurement

Measurement is an entropic bifurcation at ln 2

A measurement outcome becomes real when:

S=ln2.

Thus:

Quantum collapse is an entropic bifurcation triggered at ln 2.

This explains:

  • why measurement outcomes are discrete

  • why superpositions collapse

  • why collapse takes finite time

  • why probabilities follow Born’s rule (via Fubini–Study geometry)

Quantum mechanics becomes a special case of entropic dynamics.

5.7 Emergence of Classicality

Classical states are entropic plateaus

When:

Sln2,

the entropic field is steep, and distinguishability is high.

Thus:

Classical states correspond to regions of high entropic curvature.

This explains:

  • why classical states are stable

  • why decoherence is rapid

  • why macroscopic objects have definite properties

Classicality is the high‑curvature limit of ToE.

5.8 Emergence of Causality

Causal structure arises from entropic gradient flow

The direction of increasing entropic curvature defines the arrow of time:

Causal structure arises from entropic gradient flow

Thus:

Causality is the flow of the entropic gradient.

This explains:

  • the arrow of time

  • irreversibility

  • causal ordering

  • why time only moves forward

Time is entropic, not geometric.

5.9 Emergence of Holography and Black‑Hole Entropy

Holographic pixels correspond to ln 2 of entropic curvature

A holographic pixel encodes one bit:

Spixel=ln2.

Thus:

Holography is a boundary manifestation of the Obidi Curvature Invariant.

Black‑hole entropy:

SBH=A4ln2

is a direct consequence of the OCI.

ToE explains why holography works.

5.10 Summary Statement

ln 2 is the quantum of existence.

It governs:

  • emergence

  • measurement

  • identity

  • spacetime

  • causality

  • holography

  • black‑hole entropy

  • quantum transitions

  • classical transitions

  • ETL

  • No‑Rush

Everything.



Part VI — How the Obidi Action Subsumes Connes’ Spectral Action

The Spectral Triple as an Emergent Structure of the Entropic Manifold

The goal of this section is to show:

  • how the Dirac operator emerges from the entropic field

  • how the spectral triple (A,H,D) arises as a coarse‑grained limit

  • how Connes’ Spectral Action becomes a special case of the Obidi Action

  • why ToE sits at a deeper ontological level than noncommutative geometry

This is not a replacement of Connes — it is an explanation of Connes.

6.1 The Obidi Action Lives Beneath Geometry

The Obidi Action:

AObidi[S]=(RS+λ(Sln2)2)gdnx

is defined on the entropic manifold, not on spacetime.

This manifold is:

  • information‑geometric

  • pre‑geometric

  • pre‑spacetime

  • pre‑field

It is the substrate from which:

  • spacetime

  • particles

  • fields

  • causal structure

  • measurement

  • distinguishability

all emerge.

Connes’ spectral triple lives after geometry exists. The Obidi Action lives before geometry exists.

6.2 Step 1 — Emergence of an Effective Metric

In regions where the entropic curvature varies smoothly, the unified information metric:

gij=(1α)gijFR+(1+α)gijFS

coarse‑grains into a Riemannian metric:

gμνeff=gijcoarse.

This is the emergent spacetime metric.

Thus:

Spacetime is the macroscopic shadow of the entropic manifold.

This is the first step toward Connes.

6.3 Step 2 — Emergence of an Effective Dirac Operator

Once an effective metric exists, one can define:

  • an effective spin structure

  • an effective Clifford algebra

  • an effective Dirac operator

The Dirac operator is:

Deff=iγμμeff.

But here is the key insight:

The effective Dirac operator is not fundamental.

It is the differential operator that best approximates the entropic curvature flow.

In other words:

Defflinearization of S.

Thus:

Deff is the linear shadow of the entropic gradient.

This is the second step toward Connes.

6.4 Step 3 — Emergence of the Algebra A

In Connes’ framework, the algebra A encodes:

  • functions on spacetime

  • internal symmetries

  • gauge degrees of freedom

In ToE, these arise as:

  • entropic symmetries of the manifold

  • automorphisms of the entropic curvature

  • stabilizers of entropic minima (particles)

  • boundary symmetries of entropic wells

Thus:

Aeff=symmetry algebra of entropic curvature.

This is the third step toward Connes.

6.5 Step 4 — Emergence of the Hilbert Space H

In Connes’ spectral triple, H is the Hilbert space of fermions.

In ToE:

  • fermions are entropic solitons

  • their wavefunctions are curvature modes

  • their inner product is induced by the unified information metric

Thus:

Heff=L2(entropic modes,gμνeff).

This is the fourth step toward Connes.

6.6 Step 5 — The Spectral Triple Emerges

We now have:

  • an emergent algebra Aeff

  • an emergent Hilbert space Heff

  • an emergent Dirac operator Deff

Thus:

(Aeff,Heff,Deff) is the emergent spectral triple of the entropic manifold.

This is the bridge.

6.7 Step 6 — The Spectral Action Emerges

Connes’ spectral action is:

SConnes=ψ,Dψ+Tr(f(DΛ)).

In the emergent regime:

  • the entropic curvature scalar RS reduces to the Ricci scalar R

  • the entropic potential reduces to mass and Higgs terms

  • the entropic symmetries reduce to gauge symmetries

  • the entropic modes reduce to fermions

Thus:

AObidi[S]    SConnes[Aeff,Heff,Deff].

This is the key result:

Connes’ Spectral Action is the low‑energy, geometric limit of the Obidi Action.

6.8 Why ToE Is More Fundamental

Connes assumes:

  • a spectral triple exists

  • a Dirac operator exists

  • a Hilbert space exists

  • an algebra exists

  • spacetime exists

ToE explains:

  • why distinguishability exists

  • why ln 2 is the quantum of existence

  • why transitions require finite time

  • why spacetime emerges

  • why particles emerge

  • why fields emerge

  • why spectral triples exist

  • why the Dirac operator exists

  • why the spectral action works

Thus:

Connes unifies physics. ToE unifies existence.

6.9 Summary Statement


The Spectral Action is a shadow. The Obidi Action is the light that casts it.













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Author’s Preface and Methodological Statement for the Theory of Entropicity (ToE): An Unapologetic Introduction in Defense of Obidi's New Theory of Reality—On the Trajectory of Discovery and the Road Less Traveled

Author’s Preface and Methodological Statement for the Theory of Entropicity (ToE): An Unapologetic Introduction in Defense of Obidi's Ne...