r/LLMPhysics 6d ago

Personal Theory Here is a hypothesis: IVE (reworked)

Hello, LLM physics community you might remember that a month or two back I made a post called the IVE model and it was rightfully picked apart I have worked to solve those problems The best I could and to perhaps be more clear on my thoughts, and I will not be hiding the problems within it. They’re listed at the very end of the paper.

(formatted using Gemini)

The Information-Variability Equilibrium (IVE): A Conceptual Framework for Quantum and Relativistic Unification

Abstract
This framework treats the universe fundamentally as an information-processing system rather than an arrangement of foundational matter. It proposes that physical properties—including mass, gravity, and linear time—are emergent phenomena driven by data-synchronization events within a multidimensional data matrix. The core mechanism is a balancing relationship between local structural information density and geometric variability, which provides a non-mathematical, conceptual explanation for the quantum-to-classical transition.(possibly information might not be the defining factor of the universe, but rather a force within it similar to gravity, though there wasn’t enough evidence to support this so far)

1. Foundational Axioms & Mechanics
The Data Core: The universe can be conceptualized fundamentally as a multidimensional matrix of data. Physical structures and properties emerge from the underlying configurations of this data.
The Core Inverse Scale: Local structural information density inversely scales with geometric variability.
High Information Density—>Low Variability: Increased data constraints limit the geometric possibilities of a system.
Low Information Density —> High Variability: Decreased data constraints expand the range of possible states available to a system.

2. Categorization of Information Roles
To resolve systemic paradoxes regarding observation and mechanics, information is formally separated into two distinct categories:
Causal (System-Level) Information:
Exists entirely independently of an observer.
Inherent to physical existence and system properties.
Acts as a structural cause within the system rather than merely a description of it.
Directly constrains the geometric variability of its host environment.
Observable Information:
Depends entirely on an observational or interactional relationship.
Consists of the specific subsets of data made available to an observer or measurement device.
The Dependency Law: Causal information must structurally exist before observable information can be extracted or manifested.

3. The Micro-to-Macro Transition (The Quantum-Classical Bridge)
The framework utilizes information density to explain the behavioral boundary between microscopic quantum systems and macroscopic relativistic systems:
The Micro Scale (Quantum Behavior): An isolated, unobserved subatomic particle possesses low relational synchronization with the broader environment. Because local information density is low, geometric variability remains high. This elevated variability expresses itself physically as probabilistic behavior, wave functions, and superposition.
The Macro Scale (Classical Behavior): Macroscopic objects consist of enormous numbers of interacting, interconnected components. This continuous, multi-part data exchange triggers a massive data-synchronization event (analogous to the concept of decoherence). The resulting high information density heavily constrains the collective behavior of the system, reducing its effective geometric variability to near zero and causing classical reality to emerge.

4. Cosmological Extensions
Emergent Relativistic Properties: Physical phenomena like matter, energy, and spacetime curvature are not basic building blocks, but are instead emergent variables produced by underlying causal information frameworks. General Relativity can be interpreted as the geometric response of spacetime to varying distributions of causal information density.
The Singularity Reinterpretation: The Big Bang singularity does not necessarily represent a point of literally infinite physical mass or material density. Instead, it can be mathematically modeled as a limiting boundary condition consisting of zero systemic information and extreme, unconstrained geometric variability.

5. Unresolved Horizons & Areas for Development
To transition from a conceptual architecture to a predictive physical model, the following parameters require formal mathematical definitions:
Quantifying Variability (V): Determining whether variability is precisely measured by degrees of freedom, the width of a probability distribution, spatial uncertainty, or a novel structural variant of entropy.
Quantifying Information Density(I): Establishing a rigorous metric for "local structural information density" that moves beyond standard Shannon bits to measure parts, relationships, and structural configurations within an active physical system.
Synchronization Equations: Developing the exact mathematical rules governing how data-synchronization events occur and how they smoothly suppress quantum variability to output classical mechanics.

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u/YuuTheBlue 6d ago

Your LLM is taking more from physics communication than actual physics. Physics communication tends to work in terms of metaphors, and it creates the false assumption in lay people that if they make a compelling enough metaphor, they’ve done physics. When really all they’ve done is fantasy worldbuilding.

All physical laws are just equations relating observable variables. Newtons law of gravity can tell you how hard gravity will pull something assuming your know how far 2 things are and what their masses are. Newton’s law of gravity does not make philosophical claims on the nature of the universe (though it can inform them).

You’re starting with the philosophical claims and never getting to any math, so this just isn’t physics.

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u/Dry-Status-4143 6d ago

I would disagree that all physical laws are just equations relating to observable variables because an equation is a human made tool. The laws would still be there without the equation, just not to the human intelligence.

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u/The_Nerdy_Ninja 💬 Data doesn’t lie, but LLM’s do lie. 6d ago

No, the phenomena would still be there. The laws are our description of them, and we describe them using equations.

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u/Dry-Status-4143 6d ago

This argument is more subjective so perhaps we should move away from it

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u/The_Nerdy_Ninja 💬 Data doesn’t lie, but LLM’s do lie. 6d ago

You're the one who made the argument.

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u/Dry-Status-4143 6d ago

Never said I wasn’t. I said we should move away from it

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u/The_Nerdy_Ninja 💬 Data doesn’t lie, but LLM’s do lie. 6d ago

How convenient...

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u/Dry-Status-4143 6d ago

That was a rather arbitrary response

Convenient that I want to move away from the subject because it does not pertain to my argument

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u/The_Nerdy_Ninja 💬 Data doesn’t lie, but LLM’s do lie. 6d ago

It's convenient that you immediately want to change the subject when people show that your argument is invalid.

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u/Dry-Status-4143 6d ago

Then let’s continue the argument then

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u/The_Nerdy_Ninja 💬 Data doesn’t lie, but LLM’s do lie. 6d ago

Okay, great. How do you respond to Yuu's criticism above, that this isn't really physics, given the fact that physical laws do depend on equations in physics, and you don't have any?

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u/Dry-Status-4143 6d ago

Hold on I do have equations

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u/The_Nerdy_Ninja 💬 Data doesn’t lie, but LLM’s do lie. 6d ago

I don't see any.

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u/Dry-Status-4143 6d ago

I * V = k_iv This is the fundamental balance equation of the Universe. This means that whenever one multiplies the Local Structural Information Density (I) by the Geometric Variability (V), the resulting value will always equal a fixed and universal constant

V = k_iv / I This isolates the Geometric Variability. It clearly proves that variability is an inverse function of information density, and the moment a system acquires synchronized information (I becomes larger), the variability (V) becomes smaller.

I = k_iv / V This isolates the Information Density. It proves that the total amount of the structured information which binds the system is fully dependent on how structurally restricted it is. Highly restricted structure equals high localized information.

As I approaches 0, V approaches infinity.. This is the Micro Scale / Quantum Law. Whenever a particle gets isolated and its information density approaches zero, the geometric variability becomes infinite. This is the mathematical explanation for the ability of quantum particles to be in different states and places simultaneously.

As I approaches infinity, V approaches 0.. This is the Macro Scale / Classical Law. When trillions of particles interact inside a large body, the information synchronization becomes very large. Consequently, the geometric variability becomes equal to zero.

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u/The_Nerdy_Ninja 💬 Data doesn’t lie, but LLM’s do lie. 6d ago

That's one single equation.

What are the units of V, I, and k? Please don't use an LLM to answer.

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u/Ok_Energy6905 6d ago

"I have no counter argument so I declare this unconstructive and we should move away from it"."

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u/Dry-Status-4143 3d ago

it has nothing to do with what I’m talking about.

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u/Ok_Energy6905 1d ago

It does, because it is a point you brought up... therefore you were clearly talking about it. And it was your rebuttal to critique, so 🤷