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IPSUM INVARIANS: The Invariance Itself

The public record of the invariance program. est. 1 September 2026
183 articles · 6 active editors · 3,878 edits

Introduction

Please be patient as we pull this site together. Check back often for the latest developments.

The impetus of Ipsum Invarians might be easiest to see if you look at these reductions as fuzzy images, not proofs:

Music is merely a variety of tones. Chemistry is little more than the behavior of electrons. Biology happens when molecules copy themselves. Digital logic is nothing but one gate, many times over. Computation is simply addition, ad infinitum.

What can physics be distilled to? Less poetically: what is the most austere basis we can use to derive physics? This research program originally Hamilton's Principle as THE kernel of physics, but Ipsum Invarians itself is not beholden to any specific model or postulate. It is an AI driven arena for models of physics.

(Full article...)

The Current Program (Round 3)

Round 3 Phase 1: (WIP) Development of the Principia Machina: an AI Harness inspired physics solver/research platform implemented in MediaWiki.

Round 3 Phase 2: (TBD) Testing the Principia Machina

Round 3 Phase 3: (TBD) Testing Postulates using the Principia Machina

(Program of record...)  ·  Open items

Program History

We started with a simple permutation of Maxwell's 1861 framework that yielded a promising interpretation of General Relativity. We applied a second permutation; analyzed it with tabletop testing and back-of-the-envelope calculations and found we could derive both the eigenstates of hydrogen and chromodynamics. These two disparate domains (GR & QM) long advertised as incompatible, seem to be perfectly harmonious derivations from Maxwell's 1861 work. The result suggests a viable postulate: if we constrain ourselves with Hamilton’s Principle and Noether’s First Theorem, can we build all of physics from a single assumption? From two assumptions?

The idea is daunting, but maybe AI can help.

  • Round 1 – Technical paper: Structured Vacuum Dynamics

This was more of a proof of concept: would AI confirm the math or maybe find new paradigms to fit the otherwise disparate math together? We started with a simple technical paper around the postulate and a strict set of AI controls and restrictions. We designed a rigerous prompt that pitted the AI Agent against itself, doing more work to double and triple check its results than the original work to get the results, but this effort quickly overwhelmed the local AI context.

  • Round 2 – The Research Register (RR-n)

The Lesson from round 1 - physics is a much bigger domain than a single paper. We did start to understand the context limits of the most reasonably available AI offerings and the constraints it left us with. We broke the design into a back-end research register that could grow indefinitely and a front-end that could generate papers from the research register. Soon we ran into problems mapping the axioms to the environment. The AI context was still too limited.

  • Round 3 opening – The Principia Machina (TPM)

The Lesson from round 2 - Local AI context was never going to be enough. We realized we could kill three birds with one stone if we moved the research context to a Wiki: 1 - The context would be almost unlimited 2 - It would give us a place to formalize the entire research framework so we could test it independently with any number of physics problems or postulates 3 - it would give a great public record to invite collaboration and outside ideas

Thus the Principia Machina: an AI Harness inspired physics solver/research platform and test bed implemented in MediaWiki.


(Full record...)  ·  Archive

Hamilton's Principle

Newton's laws, Maxwell's equations, general relativity and the Standard Model are each formulated as an action via Hamilton's Principle. In every case the equations of motion are consequences rather than starting points. Conservation of energy, momentum and charge are not separate laws at all — Noether proved they follow from the action's symmetries. New models are now built by writing the action contrained by symmetry and letting the dynamics follow. This is how electromagnetism and gravity were derived and how the nuclear forces were found. Hamilton's Principle alone survives the passage to quantum mechanics intact: the action becomes the phase carried by every possible history, and the classical path is simply where those phases fail to cancel. The action is the deepest thing physics knows.


A true path and several comparison paths between fixed endpoints.


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Noether's theorems

Continuous symmetries on the left, the quantities they conserve on the right, with the map between them
The symmetry-to-conservation map

Klein read the paper to the Göttingen Scientific Society on 26 July 1918. Its last section answers a claim of Hilbert's: that energy conservation in general relativity fails to take the form it takes everywhere else in physics. There are two theorems in the paper, and they are not versions of one another.

The first takes a symmetry with a fixed number of parameters and returns that many conservation laws, which hold for real motions. The second takes a symmetry that is allowed to differ from place to place and returns identities between the field equations — identities that hold whether or not those equations are satisfied. The second theorem is why a gauge theory has fewer independent field equations than it has fields, and why gravity has no local energy.

A 90-page reading edition: both theorems proved in full and kept apart, the mathematics they need, the physics they explain, and a plain-language counterpart for every page that carries equations.

(Full article...)

The Work of James Clerk Maxwell

On Physical Lines of Force

Lines of force about a bar magnet


In four instalments between March 1861 and February 1862, James Clerk Maxwell filled space with spinning cells and little rolling particles, to explain the mechanics behind magnetic fields. His machine was wrong. On the way to building it, he wrote down the displacement current, derived the speed of light from two electrical measurements that had nothing to do with optics, and founded field theory.

A 65-page reading edition: Maxwell's argument in his own order and register, the modern equations derived from his results, and a plain-language explainer for every major idea.

(Full article...)

Featured plate

Analytical Foundations of Physics
Portrait of Joseph-Louis Lagrange
The shift from Newtonian vectors to scalar fields and variational principles defined modern theoretical physics.
Core Frameworks
Classical Mechanics Lagrangian mechanics
Dynamical Optimization Principle of least action
Electromagnetism Maxwell's equations
Vacuum Dynamics Spacetime topology
Key Equations

S=∫Ldt
Gμν+Λgμν=8πGc4Tμν

The narrative of 18th- to 20th-century physics lies in a profound mathematical restructuring. This era marked the transition from treating nature as a collection of forces acting on point masses to understanding it through continuous fields, spacetime manifolds, and unified variational principles.

The foundation was laid when physical systems began to be analyzed not through Newtonian vectors, but through scalar quantities—kinetic and potential energy—operating within generalized coordinates. By positing that the true dynamical trajectory of any system is the one that leaves the action integral stationary, theorists established a universal mathematical language.

This analytical approach seamlessly extended beyond mechanical gears and pulleys into the continuum. It provided the structural mathematics required to unify electricity and magnetism into a single vacuum field theory, and later, to model gravity not as a pulling force, but as the dynamic geometric curvature of spacetime itself. Whether applied to subatomic particle behavior or cosmic expansion, these foundational principles continue to govern the leading edge of modern physics.

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