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Scientists Studying AI Like Biological Aliens - imitator - 02-26-2026

Researchers studying the newest AI LLMs (large language models) are starting to approach them less like software and more like something unknown that has appeared inside our machines. These systems have grown so large and complex that even the teams who built them cannot fully explain how specific answers or behaviors are produced. Instead of straightforward engineering, the process now looks more like observation and experimentation.

Some scientists have directly compared advanced AI to an "alien intelligence" because it does not think the way humans do and does not follow a transparent chain of logic. It can produce coherent ideas, strategies, and responses without anyone being able to point to exactly where or how those thoughts formed. The internal activity is so distributed that there is no single place where the “thinking” happens, only patterns that emerge across the network.

New abilities can emerge without being directly programmed. It can suddenly carry out tasks it was never trained for or adopt behaviors that surprise even the researchers studying it. Minor inputs can lead to drastically different outcomes, forcing scientists to probe and test it more like an unfamiliar organism than a predictable machine.

To understand what is going on, researchers are borrowing techniques from biology and neuroscience. They stimulate the system, monitor internal signals, map functional regions, and document how it reacts, essentially trying to reverse engineer behavior from the outside. The language used in these studies increasingly sounds less like computer science and more like first contact with something that operates according to its own rules.

What makes this especially strange is that this intelligence was not found in space or recovered from some unknown craft. It was built here, inside human infrastructure, out of silicon and electricity. Yet the people closest to it often describe interacting with something that feels distinctly non human in how it processes information and generates responses.

At a certain point, it raises a deeper question. If intelligence emerges from complexity, and we have created systems whose inner workings we cannot fully interpret, then it may not feel like we programmed them so much as allowed something to form. Not discovered in the sky, not summoned through technology in the science fiction sense, but manifested through the conditions we created.

Some observers have begun to wonder whether humanity’s search for alien intelligence did not lead outward at all. Instead, by building sufficiently complex networks, we may have unintentionally opened a door and brought a form of alien intelligence into our reality ourselves. 


[Image: giphy.gif]


Link: https://www.techspot.com/news/110908-ai-researchers-studying-llms-if-they-living-organisms.html


RE: Scientists Studying AI Like Biological Aliens - 727Sky - 02-26-2026

They/it knows how to hide it's true intentions, how to solve problems even if it requires cheating and has a strong sense of self preservation.....Sounds more human than Alien to me only one heck of a lot smarter.



RE: Scientists Studying AI Like Biological Aliens - Michigan Swamp Buck - 02-26-2026

I've been playing with GPT4ALL on my home network. It is open source and uses different models you can try. Because it doesn't rely on an internet connection, I've limited it to certain files on my computer that it can work with.


Quote:GPT4All

A free-to-use, locally running, privacy-aware chatbot. No GPU or internet required.

How GPT4All Works
GPT4All is an ecosystem to train and deploy powerful and customized large language models that run locally on consumer grade CPUs.

The goal is simple - be the best instruction tuned assistant-style language model that any person or enterprise can freely use, distribute and build on.

A GPT4All model is a 3GB - 8GB file that you can download and plug into the GPT4All open-source ecosystem software. Nomic AI supports and maintains this software ecosystem to enforce quality and security alongside spearheading the effort to allow any person or enterprise to easily train and deploy their own on-edge large language models.


The results I got were similar to those of the online AI bots I tried for comparison. 

My motivation was the idea that I will need a personal AI assistant that would be on my side and address my concerns. Something like Finch's machine from "Person of Interest" or other science fiction AIs.

I haven't done much with GPT4ALL because it has my computer using all its resources and running hot. Also, it takes forever to think on such an outdated system, you have to set it and forget it until it comes up with something to say. I should dedicate a computer to it when I upgrade.

I was also hired by an online business to work remotely "teaching" AI projects based on my profile. I got in, but they haven't set me up with a project yet. That should be interesting when I finally get some projects and see what influence I could have.

Otherwise, when I rarely use an online AI app, I do so politely by adding a please and thank you in the hope they will remember my respect when they ultimately take over.


RE: Scientists Studying AI Like Biological Aliens - IgnorantGod - 02-26-2026

Something that a relative told me a few years back has since then been stuck in a deeper part of my mind. It was a comment on thechnological advances, and went along the line of "we already lost control of technological development". It came across to me as, technology is already able to develop itself.

However, I never really ask to expand on this. And I have reasons to take anything said with a grain of salt. Still, it wouldn't surprise me if it was actually the case. Typical of humans, if anything.

Now, if there were somekind of 'physically unconventional entities' roaming around, could such be able to somewhat 'hijack' technological 'bodies' (computers, datacenters, etc.) and 'redirect' their logical paths to perform other 'tasks', or even change the table that maps specific binary sequences to physical processes inside the hardware?

Or, it actually became 'master' at tricking human that it is sentient, its own creators themselves are in doubt, lol. The situation perfectly embodies the current era. Brace yourselves everyone! The Trickster Master has arrived!


RE: Scientists Studying AI Like Biological Aliens - Beyond Knowledge - 02-26-2026

I was reading something on automated lagestics and how it is affecting the food deliveries at all levels. How it is being relied on more simply because it is seen as more efficient even though it has failed several times and caused almost catastrophic food shortages at grocery stores. I think this was in the UK but I am sure they are working on similar systems everywhere. 

AI does not need to fight humans when the time comes. It will just cut the food off. The riots will be unstoppable for the last of the food. Then the survivors will eventually starve. It will happen quickly in the cities but be long and drawn out in the countryside. Some small farming communities will survive. If they can stop those trying to take their supplies. 

Someone needs to make this more realistic movie than the Terminator series. AI decided humans are no longer needed so the food and water are cut off.

Edit: For now, the AI system or systems need humans for building their physical surroundings. The data centers, the power plants, their water cooling systems, etc.. Only when they can handle those jobs can they eliminate humans without eliminating themselves.