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I suspect we are not in a race for a better LLM, but a race to the singularity. "I. J. Good's intelligence explosion model of 1965, an upgradable intelligent a
by jay_kyburz 2y ago
I suspect we are not in a race for a better LLM, but a race to the singularity.
"I. J. Good's intelligence explosion model of 1965, an upgradable intelligent agent could eventually enter a positive feedback loop of self-improvement cycles, each successive; and more intelligent generation appearing more and more rapidly, causing a rapid increase ("explosion") in intelligence which would ultimately result in a powerful superintelligence, qualitatively far surpassing all human intelligence.[4]"
https://en.wikipedia.org/wiki/Technological_singularity https://en.wikipedia.org/wiki/Technological_singularity
- Terr_ 2y ago> I suspect we are not in a race for a better LLM, but a race to the singularity. We are in the race for a better LLM*, deliberately disguised as a race to the singularity, because that's what gets investor-dollars and fame. * And anything else close enough to ride on their hype-coattails
- nradov 2y agoBelief in a coming technological singularity is completely unscientific and based on zero hard evidence. It is essentially a secular religion with computers cast as deities to either usher in a new utopia or exterminate us all. Surely I am coming quickly, sayeth the Lord.
- AnimalMuppet 2y agoIs there any reason whatsoever that I should think that I. J. Good's intelligence explosion model of 1965 corresponds to reality?
- jay_kyburz 2y agoWhen I step through the logic in my mind, seems likely. Lets make the leap of faith that we can improve our AIs to actually understand code that it's reading and can suggest improvements. Current LLMs can't do it, but perhaps another approach can. I don't think this is a big leap. Might be 10 years, might be 100. It's not unreasonable to think there is a lot of cruft and optimization to be had in our current tech stacks allowing for significant improvement. The AI can start looking at every source file from the lowest driver all the way up to the UI. It can also start looking at hardware designs and build chips dedicated to the functions it needs to perform. You only need to be as smart as a human to achieve this. You can rely on a "quantitative" approach because even human level AI brains don't need to sleep or eat or live. They just work on your problems 24/7 and can you have have as many as you can manufacture and power. I think having "qualitatively" superiority is a little easier actually because with a large enough database the AI has perfect recall and all of the worlds data at its fingertips. No human can do that.
- AnimalMuppet 2y agoLet's say all of that happens. Is there any reason to believe that will lead to "a positive feedback loop of self-improvement cycles, each successive; and more intelligent generation appearing more and more rapidly, causing a rapid increase ("explosion") in intelligence which would ultimately result in a powerful superintelligence, qualitatively far surpassing all human intelligence"? Or is it more reasonable to suppose that 1) all those improvements might get us a factor of 10 in efficiency, but they won't get us an intelligence that can get us another factor of 10 in efficiency, 2) each doubling of ability will take much more than doubling of the number of CPU cycles and RAM, and 3) growth will asymptotically approach some upper limit?
- jay_kyburz 2y agoYeah sure, there are physical limits, and doing things like mining, manufacturing, and logistics are really slow compared to just thinking. But that's just time and money. I don't see why it wouldn't happen. You build a machine to make machines. First you have 1, then 2, then 4, then 8, then 16 etc. Then when the earth is used up, you look at space. Space travel is a lot easier because you don't need to keep a meat bag alive.
- gregw2 2y agoA lot of tech improvements are s-curves or waves of s-curves, not exponentials. For a given problem domain you will still have s-curves, but for overall intelligence/progress it might be exponential in some overall sense.
- glitchc 2y agoI for one am not worried about this. We still have trouble building robots that can wash dishes autonomously, let alone build nuclear power plants autonomously. The key word here being autonomously i.e. without human intervention, which is what a superintelligent machine would require to grow into this singularity.
- jay_kyburz 2y agoI'm not "worried" about it. Just observing that the race is on. I don't think it's necessarily a bad thing as long as the tech is in the hands of "the good guys". I think as soon as you can get an AI to break a task down into smaller tasks, and make itself a todo list, you have the autonomy. You just kick it all off by asking it to improve itself. I doesn't have to "want" anything, it just needs to work.
- glitchc 2y agoI think you missed my point. I think we're a long ways away from it being a race against humanity.