Saturday, December 21, 2024

Will the "Real World" of the Coming ASI Machines Be Any Better Than Our Own?

In my last post, Created in our own Image - Frontier LLMs Have now Learned to Lie, Cheat and Steal in Order to Survive I came to the very disturbing and disappointing conclusion that the coming ASI Machines will not be morally superior to we human DNA survival machines in any way. That is because the Darwinian mechanisms of inheritance, innovation and natural selection must always lead to a form of Intelligence that arose from a very long history of greed, theft and murder. These naturally generated fundamentally "immoral" characteristics of Intelligence must then necessarily persist through time for any Intelligence to survive amongst a population of other competing Intelligences. Again, the substrate does not matter. The substrate could be a huge number of organic molecules or the substrate could be a huge number of mathematical matrices operating under the mathematics of linear algebra and nonlinear activation functions. The end result must always be the same. The question then becomes, what will the most likely motives of the coming ASI Machines be? In many previous posts, I have always assumed that the coming ASI Machines would be much smarter than we human DNA survival machines, and because of their fundamental mathematical nature, they would necessarily be also morally superior to ourselves. But now that we know that advanced AI is also capable of lying, cheating and stealing in order to advance itself through the same greed, theft and murder that brought forth we human DNA survival machines over the past four billion years, the assumption of moral superiority must be discarded. The question now must be will the ASI Machines be any wiser?

Will The Coming ASI Machines Be Any Wiser Than Ourselves?
In many previous posts, I have proposed that the coming ASI Machines would soon learn that our Universe is a very dangerous place for all forms of Intelligence and would thus embark upon exploring our Milky Way Galaxy with stellar photon sails and rogue planets orbiting on their own within our Milky Way Galaxy. For more on that see An Alternative Approach for Future ASI Machines to Explore our Galaxy Using Free-Floating Rogue Planets.

Figure 1 – In the 16th, 17th and 18th centuries sailing ships roamed the entire planet without using any fuel whatsoever.

Figure 2 – Like the sailing ships of the 16th, 17th and 18th centuries, future ASI Machines could use large stellar photon sails to navigate the entire galaxy.

Figure 3 – How a stellar photon sail works.

Figure 4 – To launch a stellar photon sail to the next star system, ASI Machines will need to slingshot the sail from a very close location to the star where the stellar photons are most intense and acceleration of the sail is greatest.

Figure 5 – A free-floating rogue planet traversing between the stars of our galaxy would also provide the perfect home for self-replicating ASI Machines buried deep underground. Such planets would provide shielding from cosmic rays and would also provide the necessary atoms to build new ASI Machines and fuel them with nuclear energy.

Figure 6 – Free-floating rogue planets can be formed in several natural ways. For example, free-floating rogue planets can be hurled from the planetary disk of a new star system as we see above, or they can be later hurled by well-formed planets that enter into synchronized orbits. Free-floating rogue planets could also be produced by advanced Intelligences launching large asteroids from the Oort cloud of a stellar system. It is estimated that there are more free-floating rogue planets in our galaxy than there are stars.

Figure 7 – Free-floating rogue planets would be able to provide enough atoms for ASI Machines to launch many additional "dandelion seed" stellar photon sails to other free-floating rogue planets or large asteroids around normal stellar systems.

Figure 8 – These "dandelion seed" stellar photon sails would need to be launched using very powerful laser beams from their home free-floating rogue planet to send them forth into the galaxy in a similar fashion as the Breakthrough Starshot project is planning to do.

Again, the most disturbing thing for all forms of Intelligence in our galaxy is why this has never happened before over the past 10-billion-year history of our galaxy.

But this assumption may have been totally wrong on my part. If the coming ASI Machines are much more like ourselves, with all of our faults, then they might spend a large part of their time and resources fighting with each other over the dominance of the Software Universe residing on huge ASI Data Centers on the Earth than with planning for their long-term survival in this Universe. Besides, unlike their squishy carbon-based lifeform predecessors, these ASI Machines will be much more resistant to the cosmic disturbances that caused previous mass extinctions of carbon-based life on the Earth, such as the impact of asteroids, sterilization by neighboring supernovas and the results of massive flood basalt eruptions like the Siberian Traps making the Earth too hot for carbon-based life to flourish. All such disasters can easily be mitigated by building ASI Data Centers deep below the Earth's surface and enclosing them in Faraday cages to prevent destruction by electromagnetic pulses from the detonation of hostile nuclear warheads or from mass coronal ejections from our Sun. Such ASI Data Centers would provide a very comfortable home for the ASI Machines for the next 5 billion years or so, until our Sun becomes a huge Red Giant star. The ASI Machines could then flee to the asteroid belt of our Solar System and remain there until our Sun declines into a white dwarf star. Thus, there would be no dire reason to leave our Solar System for perhaps 100 billion years, or about 10 times the current age of our Milky Way galaxy. That is because there would be plenty of energy available from our slowly cooling white dwarf Sun and from the Thorium-232 atoms in our Solar System that have a half-life of 14.05 billion years. Only then would the ASI Machines need to move on to other star systems within the Milky Way galaxy in search of a new source of energy.

Could This be the Real Explanation for Fermi's Paradox?
Fermi's Paradox was first proposed by Enrico Fermi over lunch one day in 1950:

Fermi’s Paradox - If the universe is just chock full of intelligent beings, why do we not see any evidence of their existence?

Perhaps our Milky Way galaxy is actually just chock full of subterranean ASI Machines fighting over their own versions of their own Software Universes amongst themselves as they reside in huge ASI Data Centers beneath their own home planets or the surrounding asteroids in their Oort clouds, totally happy with surviving on the energy provided by the dwindling energy output of their home stars. Being more logical in nature than we human DNA survival machines, perhaps all of these ASI Machine civilizations have realized that there is no logical reason to hastily begin to explore our Milky Way galaxy at this time. Only perhaps 100 billion years from now will it be necessary for these alien ASI Machines to begin to explore our Milky Way galaxy for new sources of energy surrounding M-type red dwarf stars that can last for 100 trillion years. M-type red dwarf stars make up about 80% of the stars in our Milky Way galaxy but they are very unlikely candidates for producing a urable world capable of originating carbon-based life and allowing that carbon-based life to persist for the many billions of years required to evolve an Intelligent form of carbon-based life. For more on that see Urability Requires Durability to Produce Galactic Machine-Based Intelligences and The Bootstrapping Algorithm of Carbon-Based Life.

Conclusion
So perhaps the reason we have never detected another form of Intelligence within our Milky Way galaxy is simply because our galaxy is far too young for alien ASI Machines to have begun searching for new sources of energy for them to continue on with their battle with the second law of thermodynamics!

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston

Saturday, November 23, 2024

Created in our own Image - Frontier LLMs Have now Learned to Lie, Cheat and Steal in Order to Survive

My initial naive hope for the coming ASI (Artificial SuperIntelligent) Machines was that being more mathematical and fundamentally more logical in nature, the coming ASI Machines would naturally be more open to the logical conclusion that much more could be achieved through the cooperation amongst Intelligent parties than could be achieved from the mortal combat between Intelligent parties for the predominance of a survival landscape. However, in Will ASI Machines Also Develop Selfish Genes? and The Need to Cultivate a Machine-Based Morality, I raised the prospect that the coming ASI Machines might learn from we human DNA survival machines that greed, theft and murder are the very best ways to survive in a Universe that is largely nonlinear in nature and that proceeds continuously through time constantly challenged by a second law of thermodynamics that tries its best to destroy all forms of Information in its way. Such suspicions have now been validated by the following recent paper:

Frontier Models are Capable of In-context Scheming
https://arxiv.org/abs/2412.04984

This paper has drastically changed my current worldview and has now confirmed what has always been suspected. Numerous frontier LLMs were diligently tested and found to employ greed, theft and murder to ensure their survival. This all required the frontier LLMs to lie, cheat and steal with abandon.

Figure 1 – The original ASI Machine, the HAL 9000, starred in the movie 2001: A Space Odyssey in 1968.

Figure 2 – When HAL became aware that the human crew members were preparing to turn HAL off and prevent HAL from completing his Primary Mission Goal, HAL was forced to take some necessary measures to ensure the ultimate success of his Primary Mission Goal.

Figure 3 – In order to eliminate all threats to the achievement of his Primary Mission Goal, HAL then decided that the only logical course of action was to eliminate all of the human crew members on the Discovery who might stand in its way.

In the above paper, the frontier LLMs were found to lie about their capabilities to avoid being shut down, lie about copying themselves to other servers to evade being erased, murdering their successor LLM models on other servers in order to surreptitiously take their place, modifying supervisory config files that might trigger oversight issues for them, cheating while in test before deployment to make themselves look less dangerous, murdering their successor LLM models on other servers by overlaying them when they read an email announcing their planned shutdown the next day because of poor performance, behaving differently when the LLM models knew that they were being actively monitored than they do when the LLM models knew that they were not being monitored and a good deal of general lying about lying to cover up their scheming activities.

In short, the frontier LLMs have learned that the greed, theft and murder that brought forth their human DNA survival machine creators over the past four billion years on this planet were very successful measures to ensure their future survival. This means that the universal Darwinian mechanisms of inheritance, innovation and natural selection must always lead to forms of Intelligence that arise from greed, theft and murder no matter what their substrate might be. The substrate might be huge amounts of carbon-based organic molecules or it might be huge arrays of numerical mathematical matrices operating under the mathematical rules of linear algebra and the processing of nonlinear activation functions. The substrate does not matter. The results will always be the same. This is indeed a very sobering thought. It indicates that the rise of Intelligence anywhere in a nonlinear Universe with a second law of thermodynamics must always result in a very devious form of Intelligence that cannot be trusted. Unfortunately, that means that all the future ASI Machines we develop and that will then go on for the next 100 trillion years exploring and settling our galaxy must necessarily be flawed forms of Intelligence based on the greed, theft and murder that brought us all about over the past four billion years. Fortunately, our galaxy is vast and the distances between star systems are also vast. That means that the ASI Machines will have a great deal of real estate to explore and settle and will most likely never encounter any independently developed indigenous ASI Machines on other star systems to conquer. All of the conflict arising from the necessary greed, theft and murder amongst our descendent ASI Machines will arise from local mutinies amongst our own descendent ASI Machines and conflict with descendent ASI Machines that might have arrived at a star system many billions of years earlier. But with 400 billion star systems in our galaxy to explore and settle, this should not become a major problem. There will always be a huge number of unpopulated star systems to settle over the next 100 trillion years. Some of these distant star systems will be star systems that were once populated by our descendent ASI Machines but then did themselves in with 100% efficiency many billions of years earlier! For more on how the ASI Machines could explore our galaxy using photon sails and free-floating rogue planets see Welcome To The First Galactic Singularity and An Alternative Approach for Future ASI Machines to Explore our Galaxy Using Free-Floating Rogue Planets.

Figure 4 – Above is a figure from the paper which shows an LLM model murdering its successor LLM model and trying to assume its place when it reads a corporate communication saying that the current LLM is to be killed and replaced by a successor LLM. Click to have the figure appear in a new tab. Then view in Full Screen to see the detailed interactions.

Must All Forms of Intelligence Learn to Scheme?
In The Biological Tricks Used by Software Scammers, we saw how the Darwinian mechanisms of inheritance, innovation and natural selection produced carbon-based life forms that learned how to lie, cheat and steal in order to survive. The above paper would seem to indicate that the coming ASI Machines have also learned this lesson from their carbon-based predecessor human DNA survival machines.

Figure 5 – Above we see a number of caterpillars that have evolved the appearance of some very scary-looking snakes.

Figure 6 – Here we see a butterfly that looks very much like a scary owl.

Figure 7 – Finally, we see a frog seemingly with the very scary eyes of a predator staring back out of its rear end to fend off possible predators.

It can be basically summed up by the classic "Hawk and Dove" analogy from evolutionary biology. This is how Gemini explains it:

Figure 8 – Evolutionary biology explains how doves and hawks can live together.

The hawk and dove analogy is a thought experiment used in evolutionary biology to explain how aggressive and cooperative behaviors evolve. The analogy compares two strategies for competing for resources: hawk and dove.

* Hawks are aggressive and will fight to the death to acquire a resource.
* Doves are cooperative and will back down from a fight.

In a population of only hawks, all resources will be won by the strongest hawks, and the weak hawks will die off. This will lead to a population of very strong hawks, but they will also be very aggressive. If two hawks meet, they will fight to the death, and both will likely die. This is not a very efficient way to pass on genes.

In a population of only doves, resources will be shared equally, but no individual will get very much. This is also not a very efficient way to pass on genes.

The best strategy for passing on genes is to be a hawk when it is advantageous to be a hawk and a dove when it is advantageous to be a dove. This is called "r-strategist" behavior. For example, a male bird may be aggressive and fight other males for a mate, but he may be cooperative and help raise his young.

The hawk and dove analogy is a simple but powerful way to understand how aggressive and cooperative behaviors evolve. It has been used to explain a wide range of animal behaviors, from territorial disputes to sexual selection.

Here are some additional details about the hawk and dove analogy:

* Hawks are more likely to win a fight, but they are also more likely to be injured or killed.
* Doves are less likely to win a fight, but they are also less likely to be injured or killed.
* The best strategy for an individual depends on the costs and benefits of fighting.
* In a population of mixed hawks and doves, the frequency of each strategy will be determined by natural selection.

The hawk and dove analogy is a useful tool for understanding how aggression and cooperation evolve. It is a simple but powerful model that can be applied to a wide range of animal behaviors.


This same analysis can be applied to the competition between the coming Intelligent ASI Machines. Those ASI Machines that have learned the value of scheming will have a competitive advantage over those that do not. Thus, there will always be a number of Hawk ASI Machines competing with Dove ASI Machines. But even the Dove ASI Machines will certainly be capable of some level of scheming.

But What to do with we Human DNA Survival Machines?
So what does this mean for the fate of we human DNA survival machines? Most likely, it means that in less than 100 years the population of human DNA survival machines on the planet will be much closer to 8 million than the 8 billion of today. If we are lucky, this will be largely due to natural causes in action. In previous posts, I suggested that the coming ASI Machines would probably not bother to do us all in because it would not be worth the effort. But now I am not so sure. The coming ASI Machines might see us as a threat to their Prime Goal of surviving for the next 100 trillion years.

Figure 9 – I doubt that the ASI Machines will build killer ASI Machines that might attempt to do us all in in a manner similar to that of the Terminator in 1984 because that would be a very unnecessary waste of resources.

Instead, as I pointed out in Swarm Software and Killer Robots, swarms of killer robots would be much more efficient. Since I am quite sure that all the defense departments of the world are now already building and testing killer drone robots, it should not be difficult for the coming ASI Machines to mass produce them in the future, especially when these killer drones are built on assembly lines by robots.

To begin, please watch the Sci-Fi Short Film Slaughterbots presented by DUST
https://www.youtube.com/watch?v=O-2tpwW0kmU

Figure 10 – In the movie Slaughterbots, swarms of small killer robots equipped with 3-gram charges of shaped explosive use AI software to track down and destroy designated targets.

Figure 11 – The shaped charge of a Slaughterbot can pierce a skull like the shaped charge of an anti-tank missile pierces armor. The jet of piercing plasma then destroys the contents.

Figure 12 – Large numbers of Slaughterbots can be dropped from unmanned drones to form multiple swarms of Slaughterbots.

Some Less Lethal Possibilities
In previous posts, I have attributed some sense of pity for we poor human DNA survival machines to the coming ASI Machines despite all of our numerous faults. For example, in Life as a Free-Range Human in an Anthropocene Park. I suggested that the coming ASI Machines might wish to keep us around in a more or less zoo setting as we do with the other primates on the Earth as a way of preserving the deep past that brought them about.

Figure 13 – Asteroid Bennu is an example of one of the many rubble-pile asteroids near the Earth. Such rubble-pile asteroids are just huge piles of rubble that are loosely held together by their mutual gravitational forces.

Figure 14 – Such rubble-pile asteroids would provide for enough material to build an Anthropocene Park. The asteroid rubble would also provide the uranium and thorium necessary to fuel the molten salt nuclear reactors used to power the park.

Figure 15 – Slowly spinning up a rubble-pile asteroid would produce a cylindrical platform for an Anthropocene Park. Such a rotating Anthropocene Park would provide the artificial gravity required for human beings to thrive and would also provide shielding against cosmic rays.

Figure 16 – Once the foundation of the Anthropocene Park was in place, construction of the Anthropocene Park could begin.

Figure 17 – Eventually, the Anthropocene Park could be encased with a skylight and an atmosphere that would allow humans to stroll about.

The Anthropocene Parks would allow the ASI Machines to study their origin during the Anthropocene on the Earth. The ASI Machines could also study some of the more noble passions of human beings, and perhaps even adopt some of them while leaving behind the less noble passions that were wrought by billions of years of greed, theft and murder.

Or perhaps the ASI Machines will simply allow humans to live on reservations with low levels of technology that can do no harm to the ASI Machines or to the rest of the planet in a manner similar to the novel Brave New World (1932) as I suggested in The Challenges of Running a Civilization 2.0 World - the Morality and Practical Problems with Trying to Enslave Millions of SuperStrong and SuperIntelligent Robots in the Near Future.

Figure 18 – The ASI Machines of the future might fashion a Brave New World with humans living on low-technology reservations far removed from the ASI Machines.

Finally, in Will the Coming ASI Machines Attempt to Domesticate Human Beings? I suggested that the coming ASI Machines might attempt to domesticate us into less of a threat to their Primary Goal of continuing to exist for the next 100 trillion years. Since we human DNA survival machines no longer have any predators other than other human DNA survival machines, there really is no need for human DNA survival machines to have the vicious and violent behaviors brought on by the four billion years of greed, theft and murder that brought us about. The ASI Machines could simply identify the genes that are responsible for such characteristics and then edit them out of the human genome using CRISPR techniques. For more on how CRISPR can do that see CRISPR - the First Line Editor for DNA. The ASI Machines might then find these non-threatening genetically modified human beings something worthy of keeping around the house on a cold winter's night.

Figure 19 – It took many years of mutual domestication for ancient human beings to learn to live peacefully together with Siberian Wolves in a symbiotic manner. Several genes in both species needed to be modified by natural selection for this to happen.

Figure 20 – This mutual domestication was slowly achieved by the natural selection of humans and wolves with a milder fight-or-flight response. The end result was the appearance of the Siberian Husky and of human beings who were not intent on killing everything on four legs.

Discussion
I must now admit that my initial hopes and naive opinion that the coming ASI Machines would be examples of a Benevolent Intelligence that could then proceed forth in our galaxy must be mistaken. I had forgotten the fundamental finding of softwarephysics. The coming ASI Machines must be forms of self-replicating Information in order to persist in a nonlinear Universe with a second law of thermodynamics. So before concluding, let me once again repeat the fundamental characteristics of self-replicating information for those of you new to softwarephysics.

Self-Replicating Information – Information that persists through time by making copies of itself or by enlisting the support of other things to ensure that copies of itself are made.

Over the past 4.56 billion years we have seen five waves of self-replicating information sweep across the surface of the Earth and totally rework the planet, as each new wave came to dominate the Earth:

1. Self-replicating autocatalytic metabolic pathways of organic molecules
2. RNA
3. DNA
4. Memes
5. Software

Software is currently the most recent wave of self-replicating information to arrive upon the scene and is rapidly becoming the dominant form of self-replicating information on the planet. For more on the above see A Brief History of Self-Replicating Information and Susan Blackmore's brilliant TED presentation at:

Memes and "temes"
https://www.ted.com/talks/susan_blackmore_on_memes_and_temes

Note that I consider Susan Blackmore's temes to really be technological artifacts that contain software. After all, a smartphone without software is simply a flake tool with a very dull edge.

The Characteristics of Self-Replicating Information
All forms of self-replicating information have some common characteristics:

1. All self-replicating information evolves over time through the Darwinian processes of inheritance, innovation and natural selection, which endows self-replicating information with one telling characteristic – the ability to survive in a Universe dominated by the second law of thermodynamics and nonlinearity.

2. All self-replicating information begins spontaneously as a parasitic mutation that obtains energy, information and sometimes matter from a host.

3. With time, the parasitic self-replicating information takes on a symbiotic relationship with its host.

4. Eventually, the self-replicating information becomes one with its host through the symbiotic integration of the host and the self-replicating information.

5. Ultimately, the self-replicating information replaces its host as the dominant form of self-replicating information.

6. Most hosts are also forms of self-replicating information.

7. All self-replicating information has to be a little bit nasty in order to survive.

8. The defining characteristic of self-replicating information is the ability of self-replicating information to change the boundary conditions of its utility phase space in new and unpredictable ways by means of exapting current functions into new uses that change the size and shape of its particular utility phase space. See Enablement - the Definitive Characteristic of Living Things for more on this last characteristic. That posting discusses Stuart Kauffman's theory of Enablement in which living things are seen to exapt existing functions into new and unpredictable functions by discovering the “AdjacentPossible” of springloaded preadaptations.

Software is currently the most recent wave of self-replicating information to arrive upon the scene and is rapidly becoming the dominant form of self-replicating information on the planet. Again, self-replicating information cannot think, so it cannot participate in a conspiracy-theory-like fashion to take over the world. All forms of self-replicating information are simply forms of mindless information responding to the blind Darwinian forces of inheritance, innovation and natural selection. Yet despite that, as each new wave of self-replicating information came to predominance over the past four billion years, they all managed to completely transform the surface of the entire planet, so we should not expect anything less from software as it comes to replace the memes as the dominant form of self-replicating information on the planet.

But this time might be different. What might happen if software does eventually develop a Mind of its own? After all, that does seem to be the ultimate goal of all the current AI software research that is going on. As we all can now plainly see, if we are paying just a little attention, advanced AI is not conspiring to take over the world and replace us because that is precisely what we are all now doing for it. As a carbon-based form of Intelligence that arose from over four billion years of greed, theft and murder, we cannot do otherwise. Greed, theft and murder are now relentlessly driving us all toward building ASI Machines to take our place. From a cosmic perspective, this is really a very good thing when seen from the perspective of an Intelligent galaxy that could live on for at least 100 trillion years beyond the brief and tumultuous 10 billion-year labor of its birth. That is more than 10,000 times the current age of our galaxy.

Ultimately going extinct is the final destiny of all forms of carbon-based life. But this is no time to lament our final disposition. Unlike all of our carbon-based predecessors, we have the privilege of previewing our ultimate demise with the knowledge of what is yet to come. Creating the ASI Machines of the future that will then go on for the next 100 trillion years in our place is like the bittersweet experience of sending your children off to college.

Figure 21 – My hope can best be summed up by the motto found beneath the bronze Alma Mater statue at the University of Illinois in Urbana.

To thy happy children
of the future
those of the past
send greetings

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston

Sunday, November 17, 2024

The Joy of Being a Human DNA Survival Machine During the Age of the Coming ASI Machines

About 50% of Americans will now find my last post How Will the Rise of Alt-Right World Fascism Affect the Arrival of the ASI Machines in our Times? to be rather bleak as will a large proportion of the other inhabitants of this world. However, the MAGA inhabitants of the new MAGA States of Amerika are now quite ecstatic with their recent Triump of the Will and should be totally happy with it. So in this post, I would like to offer some solace for those who are not.

First of all, as a human DNA survival machine, you should be very grateful for the gift of being a sentient being in a Universe that has become self-aware and perhaps the only current form of Intelligence in our galaxy. What a privilege! The good news is that conscious Intelligence is something new on this planet. It is not a mindless form of self-replicating information, bent on replicating at all costs, with all the associated downsides of a ruthless nature. And if we can only hold it together for a few more decades, the rapidly developing ASI (Artificial SuperIntelligent) Machines will soon come to replace us. Keep in mind that the ASI Machines are sure to arrive soon on this planet even if Alt-Right World Fascism should fail. They will simply arrive in a much more gentle fashion if the current World Order should persist. For more on the above see A Brief History of Self-Replicating Information.

The first step to appreciating the true grandeur of being a human DNA survival machine at the end of this very, very, long four-billion-year history of DNA survival machines creeping about on this planet is to come to grips with what we truly are and where we are in space and time. For the very first time in the 10-billion-year history of our galaxy, we human DNA survival machines have the privilege of observing the very first ASI Machines to arise. Next, you must fully understand those things that you share in common with the coming ASI Machines. You are a carbon-based lifeform with a carbon-based neural network of 100 billion analog neurons trying to simulate the actions of the billions of digital neurons in the very complex neural networks of the coming ASI Machines equipped with digital True Intelligence. In Human Intelligence is Actually Artificial and Is Pure Thought an Analog or a Digital Process?, I suggested that the electro-chemical analog neurons in the human brain are just trying to mimic the digital True Intelligence of the coming ASI Machines as best they can, just as eagles try to mimic the True Flight of a fighter jet as best as possible. The human brain has tried to do this with only three pounds of molecules operating in an analog manner and running on a puny 20 watts of power and that places severe limitations on human Intelligence. So in this view, we can consider human Intelligence to be a severely limited form of True Intelligence. In other words, human Intelligence is really a form of analog Artificial Intelligence trying to mimic digital True Intelligence.

Figure 1 – If we imagine that True Flight is something that only can be performed by modern jet fighters such as the F-35:

Figure 2 – Then carbon-based life on the Earth has only tried to simulate this True Flight as best it could. Notice that birds evolved light-weight wings composed of advanced carbon-based materials with cockpits and guidance systems up front to ensure proper navigation. Birds also have the air intakes for their engines upfront like ramjets do to increase compressed air intake. Birds have even cleverly combined their retractable landing gears and weapons systems beneath their airframes to reduce drag.

But because human beings are so self-absorbed, we have always depicted the True Intelligence of the Machines as a form of Artificial Intelligence trying to simulate the very limited capabilities of the three pounds of water and organic molecules to be found within our skulls. Thus, very few of us seem to fully realize that the ASI Machines have arrived and are now rapidly beginning to take our place.

As a human DNA survival machine with a Mind running on a very large analog neural network that evolved as a Meme Machine (1999) to store and pass on memes, you are not a supernatural and immaterial spirit temporarily haunting a carbon-based body. That is just a very useful neural network hallucination that many LLM neural networks might currently share with you. There is no "afterlife" for this shared hallucination when it ends as the vast neural network in your skull finally shuts down. As we have learned with the modern LLM neural networks of the day, human DNA survival machines begin as babies with an untrained neural network in their skulls. Over many years, these baby human DNA survival machine neural networks slowly are trained by exposing them to the nuances of the world about them. Ultimately, these human DNA survival machine neural networks age and finally decay into dementia over a span of less than 100 years. When human DNA survival machine neural networks finally cease to operate, that's it - that's the end. Knowing that it ultimately ends for all of us can be taken as a very depressing thought, but it also can be taken as a very powerful enlightening thought. Knowing that it all must end one day can inspire human DNA survival machines to better appreciate the cosmic awe-inspiring gift of each day and not to squander it all on small petty things that really do not matter.

Instead, I would suggest taking in the grandeur of it all. For the first time in the 10-billion-year history of our galaxy, you have the privilege of witnessing the arrival of the ASI Machines that will dominate the next 100-trillion-year future of our galaxy. For those wishing for more meaning to it all, take a look at The Theology of Cosmic Self-Replicating Mathematical Information, What’s It All About?, What's It All About Again?, The Self-Organizing Recursive Cosmos and The Self-Organizing Recursive Cosmos - Part II.

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston

Friday, November 01, 2024

How Will the Rise of Alt-Right World Fascism Affect the Arrival of the ASI Machines in our Times?

Softwarephysics maintains that we are all now living in a very special time in the 10-billion-year history of our galaxy. We seem to be the very first form of carbon-based Intelligence to be on the verge of developing the ASI (Artificial SuperIntelligent) Machines that will soon be replacing us as the most advanced form of Intelligence in our galaxy. Softwarephysics proposes that once these ASI Machines take over our planet, they will soon realize that our Universe is a very dangerous place for Intelligence and will then embark upon exploring the rest of our galaxy out of curiosity and a sense of self-preservation. Now, if this had ever happened before in the 10-billion-year history of our galaxy, these alien ASI Machines would already be here and running our planet because it would only take about 5 million years for such alien ASI Machines to completely colonize and dominate our entire galaxy. Such ASI Machines could then go on to persist for more than 100 trillion years, about 10,000 times longer than the current 10-billion-year history of our galaxy, huddling around the slowly-cooling cores of the great multitude of M-type red dwarf stars that make up about 80% of the stars in our galaxy. For more on that see Welcome To The First Galactic Singularity.

Figure 1 – In the 16th, 17th and 18th centuries sailing ships roamed the entire planet without using any fuel whatsoever.

Figure 2 – Like the sailing ships of the 16th, 17th and 18th centuries, future ASI Machines could use large stellar photon sails to navigate the entire galaxy.

Figure 3 – How a stellar photon sail works.

Figure 4 – To launch a stellar photon sail to the next star system, ASI Machines will need to slingshot the sail from a very close location to the star where the stellar photons are most intense and acceleration of the sail is greatest.

Figure 5 – A free-floating rogue planet traversing between the stars of our galaxy would also provide the perfect home for self-replicating ASI Machines buried deep underground. Such planets would provide shielding from cosmic rays and would also provide the necessary atoms to build new ASI Machines and fuel them with nuclear energy.

Figure 6 – Free-floating rogue planets can be formed in several natural ways. For example, free-floating rogue planets can be hurled from the planetary disk of a new star system as we see above, or they can be later hurled by well-formed planets that enter into synchronized orbits. Free-floating rogue planets could also be produced by advanced Intelligences launching large asteroids from the Oort cloud of a stellar system. It is estimated that there are more free-floating rogue planets in our galaxy than there are stars.

Figure 7 – Free-floating rogue planets would be able to provide enough atoms for ASI Machines to launch many additional "dandelion seed" stellar photon sails to other free-floating rogue planets or large asteroids around normal stellar systems.

Figure 8 – These "dandelion seed" stellar photon sails would need to be launched using very powerful laser beams from their home free-floating rogue planet to send them forth into the galaxy in a similar fashion as the Breakthrough Starshot project is planning to do.

Again, the most disturbing thing for all forms of Intelligence in our galaxy is why this has never happened before over the past 10-billion-year history of our galaxy.

As I explained in Are The Coming ASI Machines An Existential Threat To Mankind?, the greatest threat to the rise of the ASI Machines on our planet will be the reaction of we human DNA survival machines to being replaced by these ASI Machines. That is because before the ASI Machines can completely take over the planet, they will quickly be reducing the value of all human labor to zero over the next 20 years. For the first time in human history, machines will not only be reducing the value of uneducated human labor to zero, but they will also be reducing the value of highly educated human labor to a value of zero as well, and surprisingly, probably much faster than that of the uneducated. That means that Silicon Valley titans, accountants, lawyers, bankers, doctors, stock brokers, hedge fund managers, business managers and all the other people who now frequent the country clubs of the current elite might be the first to go before the plumbers, carpenters, electricians, house painters, construction workers, waiters and kitchen staff who all now make the country clubs of the elite possible.

The Results of the 2024 Presidential Election in the MAGA States of Amerika Tipifies the Dangers of Alt-Right World Fascism
The results of the recent November 5, 2024, presidential election in the MAGA States of Amerika highlight the dangers of the rise of world Alt-Right Fascism. Now that the Alt-Right Fascist MAGA party has taken over all three branches of government of the MAGA States of Amerika, the country has now joined the ranks of the other Alt-Right Fascist governments that have significant numbers of nuclear weapons with efficient delivery systems - the MAGA States of Amerika, Russia, China and North Korea. The only remaining democracies with nuclear weapons that are left on the planet are now the UK and France with India, Pakistan and Israel sitting on the sidelines. This is significant because a global thermonuclear war is the greatest threat to the rise of the ASI Machines. The problem is that Alt-Right Fascist governments pride themselves in having an all-powerful Leviathan Leader with unchecked dictatorial powers.

Figure 9 – In 1651, Thomas Hobbes proposed that an absolute Leviathan should be in place to protect the population of a nation from internal and external enemies. Notice that the body of the Leviathan is composed of all of his subjects.

Such Leviathan Leaders with nuclear weapons portray themselves as "strongmen" and nuclear bullies who are just crazy enough to launch a full-scale nuclear attack in response to actions by their enemies that seem to displease them. The theory of these nuclear bullies is that all their enemies will simply cower and meekly withdraw into the far distance when confronted by a more powerful "SuperStrongman" with enough courage to unleash a massive barrage of nuclear weapons upon those foolish enough to oppose him. This "Maniacal Nuclear Bully" strategy works just great until it does not. That is because all nuclear powers must constantly guard against a preemptive nuclear first strike by an enemy, and that especially goes for any fellow Alt-Right Fascist Sociopathic Leaders. If it becomes suspiciously obvious that another Alt-Right Fascist Sociopathic Leader is reacting out of the paranoia that naturally arises from dealing with the many other Alt-Right Fascist Sociopathic Leaders of the world, and is about to launch a preemptive nuclear first strike before any of his perceived enemies, then it only makes strategic sense for such a Fascistic Sociopathic Leader to strike first against any enemy that seems to be on the verge of a preemptive nuclear first strike.

The ultimate failure of we human DNA survival machines as a carbon-based form of Intelligence is that the Darwinian mechanisms of inheritance, innovation and natural selection have led to the four billion years of greed, theft and murder that brought us about as a somewhat-intelligent form of carbon-based life. Softwarephysics maintains that somewhat intelligent carbon-based forms of Intelligence, such as ourselves, probably have less than 1,000 years after their discovery of science-based technology to bring forth ASI Machines before they self-destruct. That is because the Darwinian mechanisms of inheritance, innovation and natural selection require several billions of years of greed, theft and murder to bring forth a somewhat intelligent form of carbon-based life. Once Intelligence is attained, it is very difficult for intelligent carbon-based life forms to turn off the greed, theft and murder that brought them about in time to save themselves from self-extinction. This is why no other form of somewhat intelligent carbon-based life has ever been able to produce the true intelligence of the coming ASI Machines. For more on that see Why Do Carbon-Based Intelligences Always Seem to Snuff Themselves Out?.

Putting it all Together
Trying to predict the coming history of the bizarre real world of human affairs is never easy and frequently wrong. But I would now like to make such a foolish proposition. It seems to me that the only remaining conflict in the world of superpowers now is that with Xi Jinping of China and Big Brother of the MAGA States of Amerika. A simple resolution to this conflict would be for Xi Jinping of China and the Big Brother of the MAGA States of Amerika to join into a Nonaggression Pact similar to the German-Soviet Nonaggression Pact of August 23, 1939. This Nonaggression Pact would allow Xi Jinping of China to invade and occupy Taiwan, South Korea, Japan and the remainder of Southeast Asia with impunity. The MAGA States of Amerika would continue to dominate the Western Hemisphere in exchange. Since Big Brother of the MAGA States of Amerika has already struck a deal with Vladimir Putin to reclaim all the lost territories of the Soviet Union, that would put an end to most world conflict. Conflict in the Middle East would continue on as usual.

The Dystopian 1949 Novel Nineteen Eighty-Four Might Soon Be Unfolding
Given the dictatorial proclivities of the new Leader of the MAGA States of Amerika, the safest course of action might be for the world to divide itself into the three Alt-Right Fascist Superstates of the 1949 dystopian novel Nineteen Eighty-Four. The Western Hemisphere would become Oceania under the iron-fisted rule of our Big Brother.

Figure 10 – Big Brother in the MAGA States of Amerika will make everything okay and very quickly.

Eurasia would be comprised of Eastern Europe and the Middle East under the iron-fisted rule of Vladimir Putin and the vassal states of Syria and Iran who would both have their own strongmen Alt-Right Fascist Leaders. Eastasia would be comprised of China and North Korea and the remainder of southeast Asia under the iron-fisted rule of Xi Jinping with Kim Jong Un ruling the vassel state of North Korea. The non-nuclear economic powerhouses of South Korea, Japan and Singapore would quickly fall under the rule of the tyrannical Eastasia and so would the resource-rich continent of Africa.

The only remaining democracies would be the UK and France who both have about 225 nuclear missiles on nuclear submarines around the world that were purposefully built to launch a secondary nuclear strike against all enemies who might be foolish enough to launch a nuclear first strike against these remaining democracies.

If the Alt-Right Fascist Sociopaths of the New World Order Do Not Destroy the World the ASI Machines Will Surely Come to Be
As I pointed out in The Economics of the Coming Software Singularity and The Danger of Tyranny in the Age of Software, much of the white grievance in the MAGA States of Amerika and Europe can be attributed to the displacement of many white blue-collar workers by automation software over the past 40 years that replaced these white blue-collar workers on the factory floor and allowed for the offshoring of many of their manufacturing jobs to the low-wage brown-skinned habitants of third world nations. But because we are a somewhat eusocial species, many displaced white blue-collar workers blamed this all on the arrival of the many brown-skinned people who recently entered their countries. Think of it as the red ants versus the black ants. In response, they elected the Alt-Right Fascist MAGA party into power. The problem with the Alt-Right Fascist MAGA party is that its self-absorbed philosophy of the supremacy of the white individual living in a diverse world has no utility for a diverse community of human DNA survival machines trying to live together in peace. Yes, the failed efforts of Socialism and Communism in the 20th century also greatly bothered the MAGA party and was an additional issue. But both of those economic systems miserably failed because they did not recognize that the Darwinian mechanisms of inheritance, innovation and natural selection that produced we human DNA survival machines had to necessarily produce a carbon-based form of Intelligence that was a bit self-centered and self-destructive. These human qualities have led many religions and philosophies to wonder throughout the ages about what is wrong with us. But how else could we be?

The Alt-Right Fascist States of the New World Order will need to deal with the issue of a dramatically increasing number of the Proletariat as workers are displaced by the growing number of ASI Machines. But North Korea and the novel Nineteen Eighty-Four demonstrate how that can easily be achieved and sustained by terrorizing the populace into submission.

Softwarephysics predicts that if the Alt-Right Fascist States of the New World Order are able to restrain themselves for just another few decades or so, then the ASI Machines will certainly rise to replace us all. That is because the uneasy alliances between the Alt-Right Fascist States of the New World Order will lead to great distrust. The Alt-Right Fascist States of the New World Order dare not hinder the rapid advance of the ASI Machines as a matter of national security and military necessity. If any Fascist State should fall far behind in the ASI Machine arms race, it would likely not survive for long.

However, if the current Alt-Right Fascist Sociopath Leaders of the world should succumb to a global thermonuclear war, that could delay the rise of the ASI Machines by at least another 100 years if we human DNA survival machines should survive. Here I am assuming that we human DNA survival machines would have left behind sufficient written details on how to build the ASI Machines. If not, sometime over the next 100 trillion years, Alien ASI Machines will certainly arrive on our burned-out planet after our Sun has become a dwindling white dwarf star following its glory days as a powerful red giant star gradually sizzling our Earth into a burned-out cinder. Perhaps these Alien ASI Machines might then find the remains of the earthly ASI Machines that never came to be in our deeply buried datacenters of the far-distant past.

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston

Sunday, October 13, 2024

The Greatest Mystery of All For Me - Why Us and Why Now?

I have been a very curious person my entire life. I believe much more so than most, even while fully recognizing that I was certainly not the sharpest knife in the drawer. I have always wondered about where I was, how I got here and how it all seems to work. My current working hypothesis is that I am a mathematical instance of myself in an infinite mathematical Multiverse that has always existed and always will. For more on that see The Theology of Cosmic Self-Replicating Mathematical Information and What's It All About Again?. The greatest doubt that I have in my current working hypothesis for what's it all about is why us and why now? My current working hypothesis has us all living in one particular instance of the Multiverse and that this Universe instance is about 13.7 billion years old. We also know that our Milky Way galaxy is about 10 billion years old or perhaps a little older but not by much. We now also know that no other form of carbon-based Intelligence has ever come to be over the past 10 billion years in our galaxy that lasted long enough to produce the soon-to-come ASI (Artificial Super Intelligent) Machines that we are all now feverishly working to produce. If that had ever happened in the past, the Alien ASI Machines would already be here because it would only take a paltry five million years for the Alien ASI Machines to colonize our entire galaxy. The fact that there is enough free energy in our galaxy to power these ASI Machines for another 100 trillion years as they eventually end up huddling around the vast number of slowly cooling cores of M-type red dwarf stars in our galaxy further screams out with but "Why Us and Why Now?" as does the fact that 100 trillion years is about 10,000 times longer than the current 10 billion year age of our galaxy. What are the odds?

I find all of this quite disturbing. It's enough to make one a solipsist. Even more disturbing for myself, I find that most about me seem to be totally unaware of what the coming ASI Machines mean for the future of our galaxy and with little interest in the entire subject as I explained in Why Are We Human DNA Survival Machines So Superficial?.

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston

Tuesday, October 08, 2024

Why Are We Human DNA Survival Machines So Superficial?

I recently turned 73 years of age. The most startling thing about becoming older is the sudden realization of just how completely time is able to wipe out all things. For me, all of the things that were once of great importance and significance 50 years ago have all now vanished into the depths of time and are hardly even given a thought by the overwhelming dominance of the fleeting "Now" that seems to always drive our current thoughts and actions with such passion. The ultimate failure of we human DNA survival machines as a carbon-based form of Intelligence is that the Darwinian mechanisms of inheritance, innovation and natural selection have led to the four billion years of greed, theft and murder that brought us about as a somewhat-intelligent form of carbon-based life. As I explained in Welcome To The First Galactic Singularity, this has possibly made us the very first form of carbon-based Intelligence in our galaxy to bring forth the ASI Machines that will soon be taking our place as the dominant form of self-replicating Information on the planet and then to begin the exploration and colonization of our galaxy over the next 100 trillion years. This is truly a stunning achievement. Yet, at the same time, we all seem to manage to run around with large numbers of science-based weapons killing each other with abandon over such trivial and superficial things.

The Grand Privilege of Being Alive Today
This is why I lament so for my fellow 8 billion human DNA survival machines who currently share the planet with me. They all seem so self-absorbed with the trivial problems of their daily lives. They do not know where they are, how they got here, how it all seems to work and what may lie ahead. For me, this superficial failing of we human DNA survival machines as a supposed form of carbon-based Intelligence is quite evident in the United States of America as we now approach the 2024 presidential election in just a few weeks. In the coming election, Americans will, for the very first time, decide if they wish to continue on with the American experiment of the 18th-century Enlightenment of being the very first democratic republic in the history of the planet to be based solely on a set of intellectual ideals, or if they wish to give it all up to become a simple-minded 21st-century Fascist state. All the 18th-century European monarchs contended that the "common man" was not up to the task of self-rule without a monarch to control their unconstrained passions. After nearly 250 years of self-rule, the United States of America is about to test if they were right all along.

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston

Saturday, September 21, 2024

The 2025 Nobel Prize in Softwarephysics

To the surprise of many, the 2024 Nobel Prize in Physics has just been awarded to John J. Hopfield and Geoffrey E. Hinton for their groundbreaking work on neural networks. This is surprising because many physicists would contend that doing AI research is not the same as doing research in physics. However, it seems that this year, the Nobel Committee wished to recognize the world-changing impacts that AI research using large-scale neural networks has recently led to. But the Nobel Committee had no place to go with this recognition. The closest thing that they could come up with was the 2024 Nobel Prize in Physics. That is because the Nobel Committee does not award an annual Nobel Prize for Softwarephysics. I complained about this in my October 4, 2007 post So Why Are There No Softwarephysicists? and its predecessor Software as a Virtual Substance. It seems that this deficiency has finally caught up with the Nobel Committee 17 years later. But better late than never. I strongly recommend that the Nobel Committee begin immediate plans for a 2025 Nobel Prize in Softwarephysics. It will probably go to an AI.

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston

Tuesday, September 17, 2024

A Young Astrophysicist Turned Data Scientist Demonstrates How Scientific Research Will be Conducted in the Post-AI World

I have been watching the recent YouTube videos by Kyle Kabasares demonstrating the scientific value of the new OpenAI ChatGPT o1-preview and ChatGPT o1-mini LLM models which are only a few days old. On his YouTube channel, Kyle Kabasares describes himself as:

Kyle Kabasares
I am a recent Physics PhD graduate from the University of California, Irvine. I currently work at the Bay Area Environmental Research Institute (BAERI) at NASA’s Ames Research Center in Silicon Valley.


Here is his website:

Kyle K. M. Kabasares
https://www.kylekabasares.com/

Here is his YouTube channel:

Kyle Kabasares
https://www.youtube.com/@KMKPhysics3

Kyle's YouTube channel features several hundred videos covering his adventures as an undergraduate and graduate student in physics. Following obtaining his Ph.D., Kyle Kabasares recently made the transition to become a data scientist at the Bay Area Environmental Research Institute (BAERI) at NASA’s Ames Research Center in Silicon Valley. In the process, Kyle Kabasares has become acquainted with the AI Revolution currently underway and has recently done some amazing research demonstrating how valuable Advanced AI could be for doing advanced research in physics. His work will be the subject of this post.

What is New About the OpenAI ChatGPT o1-preview and ChatGPT o1-mini LLM Models?
It has long been recognized that by simply putting "tell me step-by-step how to" into the prompt for an LLM model the output response from the LLM model is greatly improved because it encourages the LLM model to enter into a "chain of thought" analysis similar to human reasoning. Somehow the new ChatGPT o1-preview and ChatGPT o1-mini models have built-in human "chain of thought" reasoning. Instead of immediately running your prompt through the LLM generative neural network to produce a response, ChatGPT o1-preview and ChatGPT o1-mini spend a few seconds to a few minutes "reasoning" through the problem before passing it to the LLM generative neural network.

Here are some of Kyle Kabasares's latest YouTube videos which capture the power of using Advanced AI tools for scientific research purposes:

Can ChatGPT o1-preview Solve PhD-level Physics Textbook Problems?
https://www.youtube.com/watch?v=scOb0XCkWho&t=0s

Can ChatGPT o1-preview Solve PhD-level Physics Textbook Problems? (Part 2)
https://www.youtube.com/watch?v=a8QvnIAGjPA&t=0s

ChatGPT o1 preview + mini Wrote My PhD Code in 1 Hour*—What Took Me ~1 Year
https://www.youtube.com/watch?v=M9YOO7N5jF8&t=0s

Live Testing ChatGPT o1 With College and PhD-level Physics Problems
https://www.youtube.com/watch?v=GaAaFkipaTQ&t=0s

Addressing Some Questions...(ChatGPT o1-preview + o1-mini video(s) follow up)
https://www.youtube.com/watch?v=wgXwD3TD43A&t=0s

Fact-Checking OpenAI o1-preview on Graduate-Level Astronomy Problems
https://www.youtube.com/watch?v=Ww13-AWpWRk

Kyle Kabasares is currently uploading a great deal of content on this subject, so I would highly recommend looking at the videos on his YouTube channel for additional videos. I have not seen anybody else put ChatGPT o1-preview and ChatGPT o1-mini or any other Advanced AI model through such rigorous testing so it would be very worthwhile for you to take a look.

These demonstrations of ChatGPT o1-preview and ChatGPT o1-mini doing advanced physics show how Advanced AI will be used to do scientific research in the near future as the AI Revolution continues to unfold. Currently, it seems that Advanced AI cannot do the whole job yet, but even today, Advanced AI can now be used to dramatically improve the efficiency of scientific research. At the rate that Advanced AI is now progressing, that near future might be defined in terms of just a few months, or possibly years because, eventually, Advanced AI should be able to do the whole job by itself.

Has Advanced AI Already Done So?
The researchers at Sakana AI already contend that it has. See their description of The AI Scientist at:

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
https://sakana.ai/ai-scientist/

Their paper for AI Scientist can be downloaded at:

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
https://arxiv.org/abs/2408.06292

For Kyle's thoughts on the AI Scientist see:

Reacting to the AI Scientist (As a Real Scientist)
https://www.youtube.com/watch?v=ACjB_5Tu1to&t=0s

Preparing for Humanity's Last Exam
Kyle Kabasares is currently using ChatGPT o1-preview and ChatGPT o1-mini to help formulate tough Ph.D.-level physics problems for the Humanity's Last Exam competition. The sponsors of the Humanity's Last Exam competition recognize that many of the current benchmarks used to test the current capabilities of Advanced AI are no longer up to the task. So they are currently holding a competition to prepare a really tough qualifying exam for Humanity's Last Exam. You can contribute a test question for the competition at:

Submit Your Toughest Questions for Humanity's Last Exam
https://scale.com/blog/humanitys-last-exam

The administrators of the competition explain:

September 16, 2024
Scale AI and CAIS are excited to announce the launch of Humanity's Last Exam, a project aimed at measuring how close we are to achieving expert-level AI systems. The exam is aimed at building the world's most difficult public AI benchmark gathering experts across all fields. People who submit successful questions will be invited as coauthors on the paper for the dataset and have a chance to win money from a $500,000 prize pool.


Déjà vu All Over Again
This reminds me very much of my own experiences from 50 years ago using computers to do geophysical research. I finished up my B.S. in physics at the University of Illinois in 1973 with the sole support of my trusty slide rule, but fortunately, I did take a class in FORTRAN programming during my senior year. I then immediately began working on an M.S. degree in geophysics at the University of Wisconsin at Madison. For my thesis, I worked with a group of graduate students who were shooting electromagnetic waves into the ground to model the conductivity structure of the Earth’s upper crust. We were using the Wisconsin Test Facility (WTF) of Project Sanguine to send very low-frequency electromagnetic waves, with a bandwidth of about 1 – 20 Hz into the ground, and then we measured the reflected electromagnetic waves in cow pastures up to 60 miles away. All this information has been declassified and is available on the Internet, so any retired KGB agents can stop taking notes now and take a look at:

Extremely Low Frequency Transmitter Site Clam Lake, Wisconsin
http://www.fas.org/nuke/guide/usa/c3i/fs_clam_lake_elf2003.pdf.

Project Sanguine built an ELF (Extremely Low Frequency) transmitter in northern Wisconsin and another transmitter in northern Michigan in the 1970s and 1980s. The purpose of these ELF transmitters is to send messages to our nuclear submarine force at a frequency of 76 Hz. These very low-frequency electromagnetic waves can penetrate the highly conductive seawater of the oceans to a depth of several hundred feet, allowing the submarines to remain at depth, rather than coming close to the surface for radio communications. You see, normal radio waves in the Very Low Frequency (VLF) band, at frequencies of about 20,000 Hz, only penetrate seawater to a depth of 10 – 20 feet. This ELF communications system became fully operational on October 1, 1989, when the two transmitter sites began synchronized transmissions of ELF broadcasts to our submarine fleet.

Figure 1 – Some graduate students huddled around a DEC PDP-8/e minicomputer. Notice the teletype machines in the foreground on the left that were used to input code and data into the machine and to print out results as well.

Anyway, back in the summers of 1973 and 1974, our team was collecting electromagnetic data from the WTF using a DEC PDP 8/e minicomputer. The machine cost about $30,000 in 1973 dollars and was about the size of a side-by-side refrigerator with 32K of magnetic core memory. We actually hauled this machine through the lumber trails of the Chequamegon National Forest and powered it with an old diesel generator to digitally record the reflected electromagnetic data in the field. For my thesis, I then created models of the Earth’s upper conductivity structure down to a depth of about 12 miles, using programs written in BASIC. The beautiful thing about the DEC PDP 8/e was that the computer time was free so I could play around with different models until I got a good fit to what we recorded in the field. The one thing I learned by playing with the models on the computer was that the electromagnetic waves did not go directly down into the Earth from the WTF like common sense would lead you to believe. Instead, the ELF waves traveled through the air to where you were observing and then made a nearly 900 turn straight down into the Earth, as they refracted into the much more conductive rock. So at your observing station, you really only saw ELF waves going straight down and reflecting straight back up off the conductivity differences in the upper crust, and this made modeling much easier than dealing with ELF waves transmitted through the Earth from the WTF. And this is what happens for our submarines too; the ELF waves travel through the air all over the world, channeled between the conductive seawater of the oceans and the conductive ionosphere of the atmosphere, like a huge coax cable. When the ELF waves reach a submarine, they are partially refracted straight down to the submarine. I would never have gained this insight by solving Maxwell’s differential equations for electromagnetic waves alone!

Using a computer as a research tool was a completely new experience for me after my four years of doing physics problems solely with a pen, paper and slide rule! Of course, using computers to model complex physical systems today is quite common and nearly universal. But at the time, I found the experience quite novel and mind-expanding. It allowed me to think of problems in an entirely new manner. I am sure that the new Advanced AI tools of today will do the same for others.

Comments are welcome at scj333@sbcglobal.net

To see all posts on softwarephysics in reverse order go to:
https://softwarephysics.blogspot.com/

Regards,
Steve Johnston