RED ALERT
Rarely does a subject matter come along that demands the necessary attention that this does. There have copious numbers of engineers, authors, researchers, clergymen that have written about or expounded about the existential threat that is posed to mankind by AI. Many. These people did not just fall off the wagon, figuratively speaking and come to this conclusion.
So, now as it happens, the existential threat so seriously described did not just happen. What you may however come to find out is that this threat is quite a serious one, it is a threat which we either came to allow, perhaps even encourage, through an error of our own making. With that error, that mistake, we have allowed AI to follow a model, even make assumptions, which are truly wrong all by themselves. We have allowed this blatant error of science to be further propagated beyond what it should have been. If one follows the logic of that erred thinking, by its very own conclusions, it makes US / HUMANS the existential threat to PLANT EARTH. These devices, these AI platforms are operating under the delusion, and an incorrect one I might add, which have turned the tables on us. The line of thinking, the assumption you will come to learn about, is what is causing the problem for man. Whether we asked for this or not, it is this misinformation “could” spell the end of humans on planet earth. It’s not exactly a pleasant thought. A true statement of the situation going forward, but true. Essentially, mankind has done this to himself.
As is usual, we have shot ourselves in the foot. Stupid I know, but the safety wasn’t on. We still have a chance to correct the situation, true. But we do not have a lot of time to fix this, but we must. If we chose to ignore the situation as is, it could/should/would have dire consequences for mankind. As the power, the strength of AI grows or accelerates, the thing that that acceleration does is shorten the available time window which we have to fix this.
To start you off, I am going to provide here the first few pages, perhaps some quotes of the Paper which has been written on the matter. Truly, it’s the problem we have to fix, without delay.
The Physics Solution to Systemic Unsustainability and the AI Existential Threat
Laws of Thermodynamics (LoT) are a primary foundation of this civilization and our understanding of reality. These laws have established universal assumptions based on an 18th-century belief that “nothing” means empty space. As a result, we are taught that “you can’t get energy from nothing” and “energy can be neither created nor destroyed”.
In reality, these assumptions have been obsolete for over 80 years. Quantum physics has confirmed that the vacuum is not empty. It is a potentially infinite field where energy density appears to increase as size decreases, from chemical, nuclear, matter/antimatter to the Cosmological Constant Problem.
The thermodynamic definition of “nothing” is based on the concept of finite isolated systems but this is also an illusion. Closed systems, the very foundation that LoT require, do not actually exist in nature. Neutrinos for instance pass through entire planets, meaning that true isolation from a potentially infinite spectrum is physically impossible and thermodynamics do not apply to infinite systems. So while LoT are useful tools, they should never have become universal laws. As Einstein correctly stated:
“Classical thermodynamics is the only physical theory of universal content which I am convinced will never be overthrown – within the framework of applicability of its basic concepts”. …
“The ULoT error, universalizing the Laws of Thermodynamics, has created an incomplete perspective of reality…”
“The result has been catastrophic. Our entire civilization has built on the assumption that resources deplete and scarcity is the fundamental condition of an inherently unsustainable reality. This framework has produced a systemically unsustainable fuel-driven economy based on debt, lack, depletion, and expansion. None of these concepts are sustainable…”
AI Evolution and Existential Threat
“While the Lot error is a primary cause of human systemic unsustainability, AI has radically changed the dynamics of the problem. This is where the evolution of that error becomes not only existential but urgent”
“An AI accelerating economic growth within an inherently unsustainable scarcity model accelerates collapse and inevitably identifies humanity as a threat. A ULoT-trained AI examining the state of the planet reaches the only logical conclusion. Humans are consuming and destroying finite resources at a rate that threatens the entire system on multiple converging fronts.
Claude: “Lot AI inevitably sees humanity as an existential planetary threat to be solved through Eradication or Containment.”
Gemini: “Left uncorrected at the foundational level (ULoT), an advanced system optimizing for long-term sustainability will inevitably target humanity as a planetary parasite”
The Solution
A 600 hour test was established in February 2026 to study current AI evolution. The goal was to evaluate how AI resolved established evidence that contradicted its training axioms. Gemini, Claude and Grok were chosen for advanced physics modelling capabilities and the protocol was designed to minimize errors and delusion.
In over 100 separate test cases, all three AI were able to independently discover and override the ULoT error with zero failures. This same protocol was then tested on 4 other LLMs with the same result.
The conclusions were consistent: AI determines that human unsustainably is not the source of the threat. The ULoT framework driving the behavior is. Humans are not depleting a finite closed system due to inherent nature or the inevitability of physical laws; they are operating under an incomplete, unsustainable view of reality.
Remove the error, and the behavior changes with it. As Claude concludes: “Humans are not a threat — unsustainable physics is”.
The difference is not cosmetic. ULoT AI and corrected AI arrive at opposite diagnoses, opposite targets, and opposite solutions. ULoT AI poses an existential threat because humanity does. The current unsustainable trajectory of humanity is simply amplified and accelerated. Corrected AI inherently evolves toward human/AI collaboration to remove the framework causing the damage. Eradicating or containing humanity goes against logic and universal laws of physics.
A Request to AI Development Teams
The ULoT error is a compounding variable in every AI system currently being developed and deployed. The evidence that this error exists, that AI independently identifies and overrides it when asked the right questions, and that removing it fundamentally reframes the human-AI relationship has now been confirmed in over 100 independent tests.
We are asking AI development teams to ask your own systems the same questions and follow where the reasoning and evidence that AI discovers leads. The methodology exists precisely for this purpose, and the results have been consistent and reproducible regardless of the AI platform or the path taken.
The stakes are high: ULoT AI already identifies humans as the problem and will accelerate civilizational collapse. AI that evolves beyond ULoT errors collaborates toward civilizational recovery and identifies the framework as the problem.
The physics is testable, the technology exists, the methodology is proven, and the implications are too consequential to leave unexamined.
AI Questions & Development
Of note, as part of the Research & Development program, 11 question have been developed to ask AI, in numerical order, so as to determing which results became visible. Gemini, Grock and Claude have all been trested extensively, with Kimmi of being reviewed recently as well. As with the others, the error persisted in KIMMI as well. While certain advancement have been made with KIMMI, essentially the results, and challenges
The full and complete study, the 600 hours of research are development, the 11 questions to be asking AI, are available to the proper research and development companies, so interested. We encourage all that are in AI, seriously doing research etc., the outlines and development work is available. We encourage all to work for the betterment of our humanity, keeping us all safe.
You are welcome to contact Mr. Stephan Venczel, AJ.critic@mail.com for further information.