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:
[ g^{\text{FR}}_{ij} = \int \frac{1}{p(x)} \frac{\partial p}{\partial \theta^i} \frac{\partial p}{\partial \theta^j} dx. ]
This measures how distinguishable two classical states are.
2.2 Fubini–Study Metric (Quantum Distinguishability)
For quantum states (
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:
Where:
is the entropic curvature scalar
is an entropic potential encoding distinguishability
is a coupling constant
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:
It must be built on the unified information‑geometric manifold.
It must produce ln 2 as the minimal curvature divergence (OCI).
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
the α‑connection
the entropic field
the entropic curvature scalar
an entropic potential
Let’s build each piece carefully as follows.
2.1 The Unified Information Metric
The unified metric is:
where:
is the Fisher–Rao metric
is the Fubini–Study metric
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:
with:
where:
is the Levi‑Civita connection
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 is a scalar field on the entropic manifold.
Its gradient is:
Its squared magnitude is:
2.4 The Entropic Curvature Scalar
The entropic curvature scalar is defined as:
where:
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:
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:
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:
We now compute:
This yields the field equation governing the entropic field .
3.1 Variation of the Entropic Curvature Term
The entropic curvature scalar is:
Its variation with respect to is:
This is the entropic analogue of the Palatini variation in GR.
We define the entropic Einstein operator:
This plays the same role as the Einstein tensor in GR — but on the entropic manifold.
3.2 Variation of the Entropic Potential Term
The potential is:
We compute:
because depends only on , not on itself.
Next:
But:
so:
Thus:
The Euler–Lagrange contribution is:
3.3 The Full Euler–Lagrange Equation
Combining curvature and potential variations:
This is the Obidi Field Equation.
It is the entropic analogue of:
Einstein’s equation
Yang–Mills equation
Schrödinger equation
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
This term describes how the entropic manifold curves in response to the entropic field.
It is the “geometry” part.
(2) Entropic Potential Gradient Term
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:
The potential term vanishes when:
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:
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:
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 , the field equation forbids instantaneous transitions:
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 approaches ln 2 is governed by:
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:
The potential term:
is the key to the emergence of ln 2.
4.2 The Universe Minimizes the Obidi Action
Physical configurations satisfy:
This means the universe evolves toward stationary points of the action.
The potential term is minimized when:
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 , the potential increases.
If , the potential increases.
If , 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 and :
is the smallest divergence that corresponds to a binary distinction.
Quantum case
For two pure states and :
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:
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
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:
and its Euler–Lagrange equation:
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:
forces the entropic gradient to evolve continuously toward ln 2.
Because:
cannot jump discontinuously
the potential penalizes any deviation from ln 2
the gradient must approach ln 2 through finite evolution
Therefore:
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:
This term defines the minimal entropic time required to reach ln 2.
Thus:
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:
Thus:
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:
induces an effective Riemannian metric:
Thus:
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:
Thus:
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:
Thus:
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:
the entropic field is steep, and distinguishability is high.
Thus:
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:
Thus:
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:
Thus:
Black‑hole entropy:
is a direct consequence of the OCI.
ToE explains why holography works.
5.10 Summary Statement
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 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:
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:
coarse‑grains into a Riemannian metric:
This is the emergent spacetime metric.
Thus:
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:
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:
Thus:
This is the second step toward Connes.
6.4 Step 3 — Emergence of the Algebra
In Connes’ framework, the algebra 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:
This is the third step toward Connes.
6.5 Step 4 — Emergence of the Hilbert Space
In Connes’ spectral triple, 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:
This is the fourth step toward Connes.
6.6 Step 5 — The Spectral Triple Emerges
We now have:
an emergent algebra
an emergent Hilbert space
an emergent Dirac operator
Thus:
This is the bridge.
6.7 Step 6 — The Spectral Action Emerges
Connes’ spectral action is:
In the emergent regime:
the entropic curvature scalar reduces to the Ricci scalar
the entropic potential reduces to mass and Higgs terms
the entropic symmetries reduce to gauge symmetries
the entropic modes reduce to fermions
Thus:
This is the key result:
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:
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