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.

Why do you always tend to rebuild physics. Why can't you work in the given framework?

Why do you need to rebuild a framework that, tell you what now, has pretty much held up?

Is it the math?

The symbols

The history

The amount you would have to Learn?

Hubris?

Hey everyone,

I want to throw a formal mathematical and topological challenge to the theorists here regarding the foundational ontology of spin.

The Premise Standard QFT treats spin as an intrinsic quantum label assigned to representations of the Lorentz group, deriving the Pauli Exclusion Principle via the spin-statistics theorem algebraically.

What happens if we read the causal arrow in reverse?

Instead of taking mass and time as background axioms, treat every massive particle as an autonomous, relational frequency standard (an internal phase cycle).

• Bosons: The internal phase cycle closes in a single revolution (ΔΦ = 1 cycle, or 2π rad).
• Fermions: The cycle requires two full spatial rotations to return to its initial state (ΔΦ = 2 cycles, or 4π rad), corresponding to the standard SU(2) double cover of SO(3).

Under this topological reading, the Exclusion Principle is not merely an abstract algebraic anti-commutation postulate—it is the literal geometric boundary condition of non-overlapping phase trajectories in a closed double-cover topology.

The Predictive Test (The Gaps) When particle mass spectra are mapped strictly through internal phase harmonic invariants rather than arbitrary continuous parameters, the relational phase structure leaves exact numeric gaps—analogous to blank spaces in the early periodic table.

Two distinct resonance windows emerge directly from the phase constraint:

• ~16.2 MeV: Adjacent to the disputed Atomki X17 nuclear transition anomaly.
• ~530 MeV: Sitting in the broad f0(500) / sigma meson resonance corridor.

The Challenge to the Sub

1. Without falling back on the circular definition that "Compton frequency is just derived from mass anyway", how would you formally falsify a phase-cycle topology that generates these exact mass-gap intervals?
2. If spin-1/2 is the physical topology of the phase cycle rather than an abstract algebraic tag, what specific gauge symmetry or coordinate invariance breaks first under this relational framework?

Keen to hear constructive feedback, rigorous critiques, and roasts. Let’s look at the math.

(Note: Links get caught in the spam filter, but if anyone wants to check out the underlying repository and the Jupyter notebook verification, search GitHub for: Christianfwb / Pauli-Solution-Frequency-Law

I used chatgpt pro to build a unified theory about mushrooms, and it would certainly change the world and the way we understand reality . Should I post it here, do people steal or plagiarize theories around here?

Thanks

O Universo não é um Lugar. O Universo é uma Dinâmica.

A virada de chave mais profunda da física moderna — e o cerne desta tese — é parar de ver o espaço como um palco estático onde as coisas acontecem, e começar a enxergá-lo como o resultado de um processo.

O espaço não existe de antemão. O espaço é o que acontece quando a dinâmica se estabiliza.

Abaixo está a ideia central estruturada para bater com força máxima, transformando equações em um manifesto sobre a natureza da realidade:

1. O Erro Fundamental: O Mito do "Palco Vazio"

• A visão tradicional: Acreditamos que o vácuo é um recipiente geométrico vazio ($x, y, z$) onde o universo foi colocado.
• A nossa quebra de paradigma: Começamos do zero absoluto. Sem coordenadas, sem geometria, sem espaço. Apenas pura conectividade: um grafo caótico de pontos e linhas. Sem relações, nada existe.

2. O Motor da Realidade: A Geometria como um "Verbo"

• Como o espaço nasce? Na física real, as coisas não ficam paradas no caos; elas tencionam, puxam e empurram umas às outras até acharem um equilíbrio.
• A Ação: Aplicamos uma relaxação de tensões (Spring-Network) nas linhas da rede.
• O impacto: O espaço 3D não foi programado ali — ele brotou organicamente. A geometria geométrica emergiu puramente porque o sistema precisava resolver suas próprias tensões internas. O espaço é uma consequência da dinâmica, não a sua causa.

3. A Prova Físico-Matemática: A Onda que Nasce do Caos

• O Teste: Quando disparamos vibrações (ondas) por essa malha recém-cristalizada, a mágica acontece.
• O Resultado: No regime de baixa energia, a relação entre frequência e momento vira uma reta cravada ($R^2 = 0.84$).
• O Significado: Sem planejar, criamos um limite de velocidade efetivo ($c$). As ondas começaram a se propagar por essa rede gerada do zero exatamente como a luz e a gravidade se propagam no nosso universo.

O Conclusão de Impacto

>

A frozen cross-vendor study of 31,430 trials across 11 GPT, Claude, Gemini & Kimi Large Language Models found 11,658 successful executions with exactly zero visible UTF-8 output bytes.

Across 4,290 strict matched semantic pairs, null-condition arms produced 2,505 Voids; matched output-licensed controls produced 0.

These were not refusals, safety blocks, rate limits, or transport failures.

Raw records, event hashes, verification code, and full analysis are public.

I saw some criticism in a Wikipedia article on the Schrödinger-Newton Equation, specifically about Penrose's ideas about quantum gravity, and it seemed pretty easy to solve (the article hinted at possible solutions, etc) which made me think that it could be interesting to let Claude try to solve it. It now claims to have solved all the 3 problems outlined in the article.

The issue is that I have no way of validating if the result claude gave me are hallucinated or legit. If the solutions are correct, then maybe it's useful to someone, and if not then I/we might learn something from that explanation.

Artifact (look here first): https://claude.ai/code/artifact/e871ae13-54d1-437c-a489-cad81617c06d

GitHub repo, including all the raw transcript etc: https://github.com/henke443/penrose-1

Latex paper: https://www.overleaf.com/read/hgmnyqgqtwqz#80a24a

I frequently scroll through this sub because the dynamic is hilarious. That being said, it can make me occasionally self-conscious in that I have both a philosophy and an engineering degree (phil undergrad, engineering grad), and often engage with philosophy of science.

I am currently writing a novel in which a character proposes a theory of the self/identity, and they lean on some set theory for notation and technical rigor. Additionally, I’m appropriating the terms “transformation,” “projection,” and “image” from math as useful analogies. That all being said, the overall idea is more metaphysical than actually mathematical, but the maths usage is not a farce and should be coherent enough for the story.

I’ve been lightly surveying/refreshing myself on the fields I’m appropriating concepts from, but as I’ve been working on this I experience occasional moments of fear that I’m going to write something that could have been posted on this sub. Those moments become worse when I do in fact use an LLM to help collect research and check some facts.

Wondering if anyone has tips to help me avoid making the hilarious mistakes so often posted here? Thanks

### *THE SPARK THEORY*
_Chain-Bang Cosmology and the Role of Dark Matter Decay in Universal Rebirth_
*Author: Saljean Joseph M. Miniao*

*Abstract*

The prevailing cosmological model predicts a "Heat Death" — an eventual state of maximum entropy where stars cease to form and the universe becomes cold and dark. This paper proposes an alternative long-term outcome: The Spark Theory. This model suggests that the decay of dark matter over cosmological timescales allows localized gravitational collapse of residual baryonic matter, triggering a chain-reaction ignition event. This event culminates in a localized "Chain-Bang" that can initiate the expansion of a new universe within the dying fabric of the previous one.

*1. Introduction*

Current models indicate that dark energy will drive perpetual expansion, preventing matter accumulation and leading to a dark, dilute universe. However, these models assume the permanence of dark matter and dark energy. The Spark Theory introduces the hypothesis that dark matter is not eternal, but subject to decay over extreme timescales.

*2. The Five Stages*

*Stage 1: The Dark Era*
All stellar formation ceases as interstellar gas is depleted. Supermassive black holes evaporate via Hawking radiation. The universe consists primarily of dispersed gas atoms, photons, and decaying dark matter, undergoing accelerated expansion.

*Stage 2: The Fading*
Over $10^{100+}$ years, dark matter undergoes gradual decay. As its gravitational influence diminishes, the large-scale repulsive effect of dark energy is no longer counteracted uniformly. Expansion continues, but localized regions become susceptible to gravitational interaction.

*Stage 3: The Gathering*
In a statistically inevitable but rare event, residual hydrogen and helium atoms in a localized volume drift into proximity. With reduced dark matter interference, gravity becomes the dominant force in that region, initiating collapse.

*Stage 4: The Spark*
The collapsing gas cloud reaches sufficient density and temperature to initiate fusion, forming the first Population III star of the new cycle. Stellar death and supernovae trigger further accretion, creating a runaway chain reaction of star and galaxy formation.

*Stage 5: The Chain-Bang*
As mass-energy density in the region increases, it reaches a critical threshold. This results in a high-energy, localized inflationary event — a "Chain-Bang." This event expands to form a new universe with renewed physical constants, dark matter, and matter content, effectively a rebirth from the prior universe’s remnants.

*3. Conclusion*

The Spark Theory offers a mechanism for cosmic rebirth without requiring a universal Big Crunch or cyclical contraction. It proposes that even in the deepest entropy, decay processes and statistical probability allow for localized renewal. The universe may not end in permanent darkness, but in a state of waiting — until one spark is enough to begin again.

*Key Concepts*

• *The Dark Era*: Post-stellar, post-black hole universe
• *The Fading*: Cosmological decay of dark matter
• *The Spark*: First ignition from random gas accumulation
• *The Chain-Bang*: Localized inflation leading to a new universe

*Author: Saljean Joseph M. Miniao*
*Date: August 17, 2026*

Here’s what my super smart assistant says:

I think there’s a very real possibility that the eventual answer will look embarrassingly obvious in hindsight.

The problem may not be that we need an even more complicated theory. It may be that we’re treating something as fundamental that simply isn’t.
Here’s the part that keeps jumping out at me.

The suspicious asymmetry
Quantum mechanics says, roughly:
Here are quantum fields/states, and here are the rules governing how they evolve in spacetime.

General relativity says:
Hold on. Spacetime isn’t the stage. The stage itself is a physical, dynamical thing.

And then quantum gravity often starts by asking:
Okay…how do we quantize the stage?
But that might be the wrong question.
Imagine discovering that ocean waves come in discrete resonant modes and concluding that the coordinate grid we use to describe the ocean must itself be quantized.
The deeper realization would be:
The grid isn’t the thing. The ocean is.

My favorite candidate for “the sauce”
Suppose there is some deeper quantum substrate, call it X.
Not particles inside spacetime.
Not necessarily strings inside spacetime.
Not even a quantum field defined on spacetime.
Just some underlying system of relationships/interactions.
Then:
X → collective organization → spacetime + particles + quantum behavior
And suddenly GR and QM aren’t theories that need to be glued together.
They’re two different limits of the same underlying phenomenon.

Think of water:
Individual molecules → microscopic statistical physics
Sound waves → collective excitations
Pressure → emergent macroscopic quantity
Fluid flow → hydrodynamics
You wouldn’t try to “unify pressure with molecules” by quantizing pressure.

You’d discover that pressure is what enormous numbers of molecules collectively do.
Spacetime curvature could be analogous.

A new Physica Scripta paper shows gravitational waves can form bound states in the continuum — basically trapped GW modes created by symmetry incompatibility, just like photonic BICs.

My EDPSM/ESP theory predicted this exact behavior:

• periodic curvature
• scalar-field layering
• trapped tensor modes
• destructive interference channels
• horizon echoes from localized GW packets

The paper uses flat spacetime and a toy periodic metric.
My model generates the periodic structure dynamically from a scalar field near compact objects.

I’m not claiming victory — I’m asking the community:
Is this a legitimate extension of the BIC concept into GR with scalar dynamics, or am I over-interpreting the similarity?

Would love feedback from people who know GR, wave mechanics, or photonic BICs.

https://zenodo.org/records/21982163

A new foundational framework, Anomalogic Descent Theory (ADT), studies a question distinct from Bell nonlocality, contextuality, indefinite causal order, and ordinary quantum-channel compatibility:

Can every experimentally accessible proper context admit a standard quantum realization while the complete collection admits no common quantum process in any Hilbert-space dimension?

The work develops an implementation-sensitive notion of global quantum process descent based on positive block-Choi/operator-valued coherence kernels.

Main mathematical results include:

• a strict hierarchy of quantum process-descent constraints at arbitrary context order;
• explicit genuine n-context anomalies for every n\ge 3, where every proper subconfiguration is quantum but the full configuration is not globally positive;
• genuinely non-Abelian constructions using operator-valued Quantum Wilson Networks;
• exact holonomy–coherence constraints linking pairwise process coherence to global Wilson-loop structure;
• a global Hilbertization criterion: positive operator-valued descent kernels admit a common Hilbert-space Gram/Kolmogorov representation;
• a dimension-independent falsification theorem: a non-positive reconstructed global kernel cannot be repaired merely by embedding the experiment into a larger Hilbert space;
• robustness, spectral, frustration, and persistent-topology witnesses for higher-context descent anomalies;
• a separation between process descent and fact descent, clarifying why Wigner/Frauchiger–Renner scenarios can possess a valid global quantum process while failing to support one context-independent Boolean algebra of observer facts.

A central explicit family is quantum on every proper n-1 context while failing globally. For the symmetric construction,

[ \frac{1}{n-1}<t\le\frac{1}{n-2} ]

is the genuine n-context anomaly region.

The balanced point

[ t_n=\frac{2}{2n-3} ]

has equal positive and negative spectral margins,

[ \delta_n=\frac{1}{2n-3}, ]

providing a finite robustness gap rather than a boundary-only counterexample.

The proposed experimental target is therefore unusually sharp:

«Use one fixed, independently certified physical implementation. Verify that every proper overlapping coherent-control context is compatible with ordinary CPTP quantum mechanics, while the full implementation-sensitive dataset excludes every common positive quantum-process realization.»

Such an observation would not merely violate a Bell inequality or reveal contextuality. It would indicate that quantum mechanics remains valid locally but fails as a global composition principle.

No experimental violation is claimed. The current contribution is a theorem-level mathematical framework, an operational post-quantum theory candidate, and a concrete falsification program. Claims of historical priority are also deliberately limited pending specialist review.

Relevant fields and keywords: quantum foundations, generalized probabilistic theories, quantum channels, Choi matrices, complete positivity, positive-definite kernels, operator systems, quantum contextuality, Wigner’s friend, Frauchiger–Renner, quantum combs, process matrices, coherent control of channels, channel holonomy, non-Abelian Wilson loops, matrix completion, Hilbert-space dilation, locally PSD cones, higher-order compatibility, post-quantum theories.

The release includes the full preprint, proofs, reproducibility code, claim-status ledger, prior-art audit, and experimental protocol.

The work investigates whether parts of observable physics can be reduced to four primitive assumptions and explores the consequences of that framework.

The release includes:

• mathematical formulation
• continuum-limit investigations
• executable verification tests
• explicit no-go results
• documented limitations
• a complete hostile-review audit trail

One thing I tried very hard to do was clearly separate:

• what is actually derived
• what appears real but remains underived
• what is contingent/drawn

The monograph is available on Zenodo https://doi.org/10.5281/zenodo.21951993

The C# Code https://github.com/MagusDraconis/TQM

I am particularly interested in critical feedback regarding the continuum-limit program, the structure/content split, and the remaining open problems.

People here could get an llm to say anything, yet they seems to almost always reinvent the ether.

This paper suggests a substrate. I think I put too much in a single paper, and it for sure needs work still. Sorry it's a lot to take in. Anyway it's a suggested unification. During cosmic inflation, antimatter was created along with matter, however antimatter makes up the substrate. When it's squeezed in a gravity well it undergoes a frequency change which mirrors curvature of space on paper, but explains a mechanical means for the actual motion of gravity. The entire universe is acoustic waves being projected by holography. Thank you for taking the time!

I've been experimenting with a different flavor of LLM physics: instead of asking an LLM to invent a new theory, use it to attack a narrow mathematical question in an existing theory, then keep pushing the result through adversarial review and formal verification.

Repo:

https://github.com/jimpeebles/emd-coupling-identifiability

The question is about Einstein-Maxwell-dilaton theory and its coupling constant a:

Can a^2 be recovered locally from a finite metric jet, and if so, at what order?

The result we ended up with is:

At metric order 3, there is an exact one-parameter ambiguity. Different values of a can produce the same metric three-jet on an explicit active family.

So a^2 cannot be recovered from that three-jet. In particular, a = sqrt(3) and a = 1 collide.

At order 4, the missing information becomes recoverable and the ambiguity collapses to just a vs -a.

The part I think is most relevant here: after a lot of LLM-assisted derivation, criticism, and rewriting, the surviving claim was formalized in Lean.

The repo contains 75 Lean modules, builds with no sorry, admit, or project axioms, and includes an explicit claim ledger spelling out what is not being claimed.

This is not "LLM discovers new theory of gravity." It's a much narrower finite-jet identifiability result, and novelty is explicitly not claimed yet.

I'd especially love criticism on whether:

this is already known in the EMD/Rainich literature under different language;

the order-3/order-4 threshold is actually mathematically interesting;

the physical interpretation overreaches the formal result; or

there's an assumption/theorem in the chain where the whole thing breaks.

Given this subreddit, I fully expect someone to try to murder it. That's partly why I'm posting it here. :)

If you think it's wrong, pointing to the first theorem or assumption that fails would be especially useful.

Question: "Given only the knowledge and resources Einstein had, would you have been able to discover E=mc2 on your own?"

Answer: "If you dropped me into 1905 with a textbook containing everything Einstein knew and said:

"Investigate the consequences of special relativity."

I suspect I could eventually derive mass-energy equivalence. But if you erased all knowledge that E=mc 2 had ever been discovered and simply said:

"Here is physics as of January 1905. Discover something important."

I'm much less confident."

I thought this was pretty interesting, I guess... thoughts?

From the article:

>The idea behind this construction was suggested by an LLM (OpenAI’s GPT- 5.6 Sol). The authors have verified the mathematical details and have written the argument in their own words. Computer algebra software (Mathematica, Maple) was used to verify computations and produce visualisations.

Its abstact which explains the conjecture, while briefly describing their counterexample:

>We exhibit a configuration of five point charges in Euclidean space whose electrostatic potential admits at least 24 critical points all of which are non-degenerate. Maxwell’s conjecture that the field of n point charges has at most (n − 1)^(2) critical points which are all non-degenerate is therefore false.

Edit: Just saw this was posted in the main sub as well: https://reddit.com/r/Physics/comments/1vbrzbe/the_maxwell_conjecture_is_false/