Yusuke Kato
Independent Researcher / Founder of Intergeometric Theory
An independent researcher based in Japan. Without belonging to any specific academic institution, I pursue foundational research across disciplines, driven solely by the pursuit of fundamental truths. The "Intergeometric Theory," which geometrically derives the Standard Model and cosmological parameters, was not born from conventional physics research, but emerged as an unexpected byproduct of foundational research toward Artificial General Intelligence (AGI).
The True Origin: An AGI Thought Experiment
Why was an independent researcher able to resolve major cosmological paradoxes and derive the parameters of the Standard Model without any ad-hoc fitting?
The answer is that the Intergeometric Theory was not born from conventional physics research. It was executed as the ultimate "proof of concept" for an AGI (Artificial General Intelligence) algorithm.
I formalized the optimal solution for objective inductive inference—an algorithm designed to allow ASI to discover truths without human bias (See Paper: Optimal Solution of Inductive Inference...).
To prove that this mathematical framework works even with a sample size of N=1, I applied this exact algorithm to myself, using "our single universe" as the test dataset. I ruthlessly discarded any beautiful mathematical models if they lacked geometric inevitability (minimization of unpredictable information). The output of this "ASI inference simulation" run by a human is the Intergeometric Theory.
Using the Universe as a Single Test Dataset
Modern statistics struggles to objectively evaluate truth when the sample size is N=1(our single observable universe). To prove that my newly formalized inductive inference algorithm functions perfectly even under such extreme conditions, I manually simulated it using the universe as the ultimate benchmark.
In this process, guided by the algorithm’s objective function (Minimization of Unpredictable Information), I ruthlessly discarded any beautiful mathematical models if they lacked geometric inevitability. I completely rejected parameter fitting, which is common in modern theoretical physics. The triumphant output of this rigorous simulation is the "Intergeometric Theory."
Towards the Future of AGI and Physics
Through these publications, I have established both the mathematical foundation for an ASI inference engine and its absolute proof: the Intergeometric Theory, which flawlessly connects the Higgs scale to the Hubble scale. Having completed this foundation, my mission is to return to the core of AGI development.
My ultimate goal is to build an actual AGI system implementing this optimal inference algorithm. Once completed, I intend to feed my physics papers into it, instructing: "I have written the foundation. Now, decode the remaining mysteries of the universe according to these axioms."
I invite physicists, AI researchers, and innovators worldwide to explore these papers. The core code of intelligence and the universe has been written; let us execute it together.
Contact
Email: kato@intergeometric.com
X (Twitter): [@intergeometric]