211 karma · joined December 2, 2017
Personally I do code review, it's what we do at my workplace, and we regularly improve the agents' code and design though human review, even with Opus 5.5.
But looking at some of the people who are pushing AI development the furthest, I do see the trend towards it just not being that useful anymore.
Real world example:
I use T3Code as my agent orchestrator and it's consistently pretty high quality and works well + regularly gets new useful features.
And with just a handful of maintainers, they're doing anywhere from 100 to 200 PRs a day!
And there are a ton of users of their nightly, which is a rolling 5-hour release, and nothing really breaks. And they have more real-world users than almost all the projects I've worked on before.
So I just can't really in good faith say that this extremely challenging to my world view.
I haven't used it much yet, but I have much higher hopes for Sol 6.1, as it seems to be based off of a completely different base, it's not just a tune.
People should be able to build where they want.
We can have reasonable restrictions around noise and pollution, but not on the land use itself.
This is because they have really aggressively priced a larger model to compete with Opus 5.5, so their margins are much worse. Consequently, the equivalent API spend on the subscription is much less.
And that's largely because the average Brit has terrible beliefs that actively make them poorer. A shockingly high percentage of people believe that building more houses won't lower costs.
I don't think people have given much thought about just how hard this would be for large AI models, that need super powerful hardware/cooling etc.
Are you going to air-gap your entire data center?
It's kind of funny how this is the exact opposite of the truth. It's one of the most token-efficient models ever.
The claims aren't bullshit. Every conceivable benchmark and test you can throw at it shows Sol being good for token efficiency.
Also, I'd add that gym bros definitely have heard of them, especially if they are familiar with steroids.
The GLP-1 drugs are probably the main cause of this. We have this amazing class of compounds that work really well, But are priced pretty high, at least considering lower UK wages.
So there is a big incentive to look at getting these much cheaper from China. You hear about this happening, and then you see the fact that these companies have big catalogues full of other peptides that are a crypto payment and a click away.
I've seen some articles on some data centres that were very loud because of gas turbines, but realistically, what percentage is that? Surely, I would assume it must be a minority, and it just seems like the state failing to actually follow reasonable laws around noise levels.
The US getting better power infrastructure and more energy seems like a long-term good thing. They've underinvested in it for a long time.
Having a machine that's even as smart as most human's + cheap robotics, does seem to lead to us having no jobs in near-ish future eventually. (5-15 years)
Though obviously AI progress could hit a brick wall tomorrow.
If you effectively control what is monetised, you effectively control what is said en masse. It's a distinction without a difference.
How purposely they are doing this is unclear, but they have the motive and means.
Let your biggest rival shoot themselves in the foot over the most important technology potentially ever, is a great strategy.
Having data centers in your country seems incredibly important, especially to the EU. You'd really hope to see the exact opposite of this behaviour.
Sure you can build a data center near me, if your going to fund a new swimming pool and library with the taxes you pay. Also I get reduced local taxes? Even better!
Infrastructure building would be a whole lot easier, if people could directly tie it to tangible benefits.
It's far grimmer to realise that people know, they just don't think we have an acceptable answer yet.
I'm not willing to accept any climate action, if it means I can't go on holiday abroad or it makes my life meaningfully more expensive etc.
It's selfish, but we need to solve it in a way that makes people globally richer.
(This is one of the great things about renewables coming down in price)
https://artificialanalysis.ai/#aa-omniscience-hallucination-...
If you look at the results 3.0 hallucinates an awful lot, when it's wrong.
It's just not wrong that often.
(And it looks like 3.1 does better on both fronts)
Gemini 3.0 gets a very high score because it's very often correct, but it does not have a low hallucination rate.
https://artificialanalysis.ai/#aa-omniscience-hallucination-...
It looks like 3.1 is a big improvement in this regard, it hallucinates a lot less.
It's a 100x easier to build products today than it was in the 1990's. (I don't think that's an exaggeration in the slightest)
It would be basically be impossible to build anything like Maps, Excaidraw, Chat GPT etc.
Arguably people are reaching for the tools without those interactive requirements ?
https://embracethered.com/blog/posts/2025/the-normalization-...
That's not true at all, Reform could get in and remove it day 1!
The opposite is a far bigger issue.