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Ramez Naam x.com
This is eye opening data. And again I'll note that Vercel (like OpenRouter) is a very small fraction of all AI spend, and tilts towards certain customers and use cases. The trends on each might be canaries in the coal mine, but we can't yet generalize to industry-wide AI spend.
The the words it uses that this site has seen least often elsewhere. Posts are matched on those words alone — nothing here is a summary of this one.
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19 September
16 September
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korrents.com
The climate impact from NVIDIA's AI products in 2025 is comparable to that of a major state-owned coal company.Their words
we produced our own conservative estimate, finding that the climate impact from 2025's use of NVIDIA'S AI products is on par with the state-owned Russian Coal company.
29 August
24 August
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Their words
if you do for some reason generalize maladaptively to thinking this didn't work and I tried this, this didn't work, and I tried this and I'm really bad at this. That can lead not only to loss of motivation, but what we might call clinical depression.
20 August
14 August
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korrents.com
Delaying the phase-out of coal and gas power plants causes far more deaths than phasing them out quickly.Their words
If we don't stop using these power stations ASAP, the number of people killed by them will be far higher than if we phase them out quickly.
12 August
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Their words
we find that the performance on held out tasks decreases dramatically. Whereas if we um just take out a random 20% of the data that's less diverse than the most diverse subset, the performance um only decreases a little bit. And so this suggests that actually having really diverse data plays an important role in enabling it to generalize to new tasks.
2 August
7 June
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Usesrcmnd.app
OpenRouterTheir words
OpenRouter via llm in the terminal
30 April
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Their words
In the face of weakened renewable roll-out in Australia, the most likely outcome is simply that coal and gas just generate more, and for many more years past their shut down date.
25 November 2025
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Their words
The thing which I think is the most fundamental is that these models somehow just generalize dramatically worse than people.
26 September 2025
From one piece Richard Sutton – Father of RL thinks LLMs are a dead end 2 beliefs, in the piece's order there
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Their words
Well, there's nothing in them which will cause it to generalize. Well, the gradient descent will cause them to find a solution to the problems they've seen. And if there's only one way to solve them, you know, they they'll do it. But there are many ways to solve it. Some which generalize well, some which generalize poorly. There's nothing in them in the algorithms that will cause them to generalize well.
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Their words
We don't have any methods that are good at that. What we have are people um try different things and they they settle on something that that uh a representation that that transfers well or they generalize as well. But we have no we don't have any automated techniques to promote. we have very few automated techniques to promote transfer and they're not none of them are used in in modern deep learning.
15 August 2025
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Their words
the meta problem here is if we don't move our industrial stack off fossil fuels in 10 or 20 years, first of all, we'll get poor the same way you UK did, right? Because they ran out of coal basically. And the second thing is we'll get poor because we'll flood our coastal cities in Florida underneath climate change.
2 July 2025
12 February 2025
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On changing their mind
As I set out last time, the usual story — that this was caused by deforestation, making firewood so scarce that people resorted to burning an inferior but cheaper fuel — simply does not stack up.
From one piece Age of Invention: How Coal Really Won 2 beliefs, in the piece's order there
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Their words
Far from being the laboratory that brought coal into the home, then, London was actually a laggard — all the more so given it had been buying coal from Newcastle for centuries.
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Their words
England’s deforestation — along with the draining of its peat-filled fens and marshes, and the clearing of its gorse-growing heaths — was instead itself caused by the arrival of cheap coal.
3 February 2025
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Their words
And the history of NLP and language processing instruction, tuning and tasks per language model used to be like one language model did one task, and then in the instruction tuning literature, there's this point where you start adding more and more tasks together where it just starts to generalize to every task. And we don't know where on this curve we are.
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Their words
Interesting thing is certain regions of the US transmitting power cost more than actually generating it because the grid is so slow to build. And the demand for power, and the ability to build power, and re-ramping on a natural gas plant or even a coal plant is easy enough to do, but transmitting the power's really hard.
4 October 2024
18 March 2024
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Their words
A lot more people have died of air pollution than nuclear reactors, for example. But most people worry more about living next to a nuclear reactor than a coal plant. But something about the way we’re wired is that although there’s many different kinds of risks we have to confront, the ones that make a good climax scene of a movie carry much more weight with us than the ones that are very bad over a long period of time but on a slow burn.
14 December 2023
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Their words
So if I generalize what you're asking, you are talking in general about truth-telling and we humans are not really truth-seeking animals. We are social animals.
25 October 2023
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Their words
Yet lime is a huge blind spot for economic historians, despite it increasing the productivity of what was still by far the largest portion of the economy: agriculture.
Age of Invention: Lessons from the Rise of Coalageofinvention.xyz
10 June 2022
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Their words
The best and easiest-found-by-optimization algorithms for solving problems we want an AI to solve, readily generalize to problems we’d rather the AI not solve; you can’t build a system that only has the capability to drive red cars and not blue cars, because all red-car-driving algorithms generalize to the capability to drive blue cars.
2 April 2019
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