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Culture War Roundup for the week of August 17, 2026

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America is a big country, inhabited by few Americans (in most of its territory). Datacenters are, all told, pretty small things, these aren't wheat fields or even airports. The politics of early singularity is interesting: people refuse the maximalist AGI and human replacement framing for assorted cultural reasons, and instead latch on to any adjacent smear – from the inane water use stuff to semi-legitimate surveillance and energy costs concerns to "they don't create jobs". The outcome is overdetermined. AI is already the main engine of economic growth, and the success at AI development and broad diffusion (at this level of utility, just scaling inference capacity) is deemed a matter of national survival. The popular resistance will be overcome, persuaded to relent, bribed in select locales, or routed around. Maybe Anthropic will finetune a Mythos 2 version specifically for propaganda.

The biggest practical consequence may be the increase in returns to Musk's idea with orbital compute, and of course his ownership of SpaceX. There are no NIMBYs in space. Without all this, it'd have taken maybe 2-3 more years until viability; now, it starts working pretty much after they manage the first Starship land-and-reuse after an orbital insertion.

The politics of early singularity is interesting: people refuse the maximalist AGI and human replacement framing for assorted cultural reasons, and instead latch on to any adjacent smear – from the inane water use stuff to semi-legitimate surveillance and energy costs concerns to "they don't create jobs".

This is probably because you or they won't see AGI or human replacement in your lifetimes, but they will see higher water bills, a surveillance state, higher electricity bills, and job loss. I am not sure what makes you so blasé about predicting bizarre outcomes like «singularity», but it is really odd and out-there, especially given nobody has ever predicted anything properly in the AI space. The systems are too random. Nobody knew GPT 3 would come out and expand in 2022, particularly not you. Nobody knew Opus 5 would be doing what it's doing now in 2026, you have literally no idea what 2030 or 2034 will look like. None.

I don't know why you assume "particularly not you" would have predicted GPT-3. GPT-3 follows from GPT-2 follows from Vaswani et al. Why do you think plenty of intelligent people, including Dario Amodei and Ilya Sutskever, got so agitated when that paper came out and started scrambling for commercialization? Do you believe they were that into machine translation as a business? Of course folks like Hinton, Sutskever's teacher, were running multi-decade research programs premised on connectionism being enough for intelligence in general, not just for some particular capability demo. I was pretty AGI-pilled all of my conscious life, admittedly mostly for shallow sci-fi reasons, and got convinced of inevitable singularity once I saw (and later launched) DeepDream. That degree of quasi-creative flexibility was an unambiguous proof, for me, that we have really grasped the sufficient basic primitive of universal learning. That's the biggest piece that biological life needed to go from insects to humans, and hardware&software cycles are inherently absurdly faster plus capital can grow exponentially, so what exactly could the counterargument even be?

In my opinion, this is "out there" on purely rhetorical grounds – skepticism is a product of incomplete information available in the popular discourse, and skeptics who profess to have some principled objections are continuously humbled and forced into retreat (like Chollet or LeCun, the French are annoying in this way; or hey, remember when Hlynka tried to burst my/others bubble here with some prose about mathematical Truth versus wordcel nonsense? I wonder how he feels about the recent math results from OAI/Ant). The coarse-grained logic is settled since Samuel Butler, the timelines and mechanisms were getting constantly refined, now we have a good idea of the necessary mechanisms and a thicket of more or less cheap ways to compensate for any particular – and still temporary – technological block.

Vernor Vinge, 1993:

I believe that the creation of greater than human intelligence will occur during the next thirty years. (I'll be surprised if this event occurs before 2005 or after 2030.) From the human point of view this change will be a throwing away of all the previous rules, perhaps in the blink of an eye, an exponential runaway beyond any hope of control. I think it's fair to call this event a singularity. It is a point where our models must be discarded and a new reality rules. As we move closer and closer to this point, it will loom vaster and vaster over human affairs till the notion becomes a commonplace. Yet when it finally happens it may still be a great surprise and a greater unknown.

Shane Legg, 2009:

UPDATE 11 April 2009: Note that these predictions do not take into account my apparent bias towards predicting that things will happen faster than they actually do (see previous post). The required compensation for technology events appears to be about 50% more time. Thus if you want the “Shane meta predictor”, then take 2033 as the expected date, perhaps with a standard deviation of 7 years.

Shane Legg, 2011:

I’ve decided to once again leave my prediction for when human level AGI will arrive unchanged. That is, I give it a log-normal distribution with a mean of 2028 and a mode of 2025, under the assumption that nothing crazy happens like a nuclear war. I’d also like to add to this prediction that I expect to see an impressive proto-AGI within the next 8 years. By this I mean a system with basic vision, basic sound processing, basic movement control, and basic language abilities, with all of these things being essentially learnt rather than preprogrammed. It will also be able to solve a range of simple problems, including novel ones.

Kurzweil, according to Google's AI, “predicts that Artificial General Intelligence (AGI) will arrive by 2029. He first made this prediction in his 1999 book The Age of Spiritual Machines, and has maintained it through subsequent books like The Singularity Is Near and The Singularity Is Nearer.”

and in 1988, “pioneering Carnegie Mellon University roboticist Hans Moravec predicted that hardware matching the computing power of the human brain would arrive by the late 2020s, enabling human-level artificial intelligence. He argued that processing capacity, driven by hardware scaling, would naturally unlock general machine intelligence.’’

While nowhere close to these giants, largely on account of my age, I believe I have a pretty decent prediction track record in this field (I have plenty of receipts here, such as talking about DeepSeek when their V1 Coder and LLM came out in late 2023; since then their architecture and much else became the default paradigm in the industry).

Nobody knew Opus 5 would be doing what it's doing now in 2026,

What about Opus 5? It's been programmed since o1-preview at least. Of course the specific product name, timing, costs, benchmark numbers and downstream capability priorities are all unpredictable but trivial. Anthropic surviving and remaining well-resourced enough to compete was very likely, the substance of the rest follows necessarily.

you have literally no idea what 2030 or 2034 will look like. None.

That's fair, that's the predictable part, as Vinge has predicted. But then again, as Yud said, you don't know how specifically a superhuman AI will beat you in chess; you can just safely bet on it doing so. I have a pretty clear idea that at this rate we will have AI doing wildly superhuman knowledge work by 2030. This is the most salient and important part, unlike the specious water use trolling. And thus the real problem people should have with AI, I believe, is still the same I outlined 3 years ago.
I strongly believe there are no remaining valid objections to this big picture. You're welcome to make some.