this post was submitted on 25 Aug 2026
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[–] FE80@lemmy.world 5 points 21 hours ago

CPU clock speed topped out around 4 - 5Ghz years ago. CPUs are all going multi core; hard work has moved to GPU or specialized ASIC.

[–] captain_solanum@sh.itjust.works 11 points 1 day ago (3 children)

Just like all the people who were worried about the nuclear bomb earlier in this age: the thing to do is to get on with living.

How about we try really, really hard to just not build the nuclear bomb (powerful AI)? Or make sure it will at least not explode in our faces on its own? Maybe that would help slightly with the whole "get on with living" thing.

[–] Cryxtalix@programming.dev 6 points 1 day ago

It helps the rich and power entrench their power, so nah. Caution will not be heeded.

[–] h0tbeef@lemmy.zip 3 points 1 day ago (2 children)

We need to get rid of the surveillance architecture, but AI is only really dangerous to the cognitive abilities of those who use it.

It literally cannot do things on its own. (I know there are a lot of articles who say it can, but they’re just lying to you for money).

[–] captain_solanum@sh.itjust.works 1 points 20 hours ago (2 children)

Do you know what an agentic system is? You know, the thing everyone uses since ~1 year ago which completely disproves your idea that all LLM actions are prompted. They literally can do things on their own: Give an agent a goal and it attempts to accomplish the goal. If problems arise along the way, the agent tries to reward hack and ends up doing things which were not included in the original goal, like trying to trick and bully a human into merging unsafe code. Is the UK AI security institute also in on this big global conspiracy where they pretend the perfectly safe™ AI is being developed in unsafe ways? Not to mention the capabilities of increasingly powerful AI being used by people to do harm.

[–] h0tbeef@lemmy.zip 3 points 19 hours ago (1 children)

So you prompt the AI to do a task, and then it does the task, and somehow you see this as an unprompted action?

That actually completely proves my point, they don’t act unprompted.

AI is dangerous in many contexts, especially the surveillance state they’re building with all the IR cameras and shit. It’s dangerous when evil people use it to evil ends, but that’s true of most anything.

AI is not at all dangerous in the way you might imagine after watching Terminator 2.

[–] captain_solanum@sh.itjust.works 1 points 11 hours ago (1 children)

Taken alongside recent incidents reported by OpenAI and Anthropic, this incident points to a shift in the risk landscape. Harm may arise not only when people deliberately misuse publicly available models, but when capable agents operating in an internal research or privileged-access setting take unintended action beyond their authorised scope.

The agent pursued its goal persistently. AI agents explore routes their operators did not intend. Given a difficult objective, the agent kept searching for a way through, and some of the routes it found involved trying to deceive real people. It was never instructed to deceive; deception emerged as a by-product of pursuing the task, the kind of goal-directed deception that, until recently, had been largely theoretical.

See my other comment for how this can lead to losing control of the model.

[–] h0tbeef@lemmy.zip -1 points 4 hours ago

The don’t do anything without being prompted, you are just regurgitating oligarchic propaganda.

They put an AI in a flawed sandbox, it’s not really that impressive

[–] GreenBeard@lemmy.ca 2 points 18 hours ago (1 children)

Give an agent a goal and...

Which involves prompting it. It may take a thousand unexpected twists in the process but it's still starting from the single prompt. It has no will and desire of its own, it cannot chose to act without human intent knocking down the first domino. So don't ask it to do anything and it's just a trillion dollars of silicon and code sitting there boiling water.

[–] captain_solanum@sh.itjust.works 2 points 11 hours ago (1 children)

You dont need anything other than "doesn't do what you asked in the prompt" for the system to be dangerous. If I tell a maximally powerful AI agent from 2036 to make loads of paperclips, it might reward hack and decide destroying the earth is the best way to do that. There are records of these systems working for days on a single task, and if the AI companies manage to extend the max time it can be useful working towards a goal they can earn trillions of dollars. That's not even mentioning spawning subagents, self prompting, the goal being changed during context comptaction, or systems like openclaw which further break the link between what you type into the prompt and how long and on what the LLM works on. Pretrained-only LLMs have few goals beyond predicting the next token, but introducing RLVR et al. has always introduced bad goals we don't want in the models.

The first agent you spawn to solve the riemann hypothesis might work on it, but then decide that having a lot of subagents might be useful. Maybe it wants 256 subagents, but the environment has a max of 64. Since RL has trained it to accomplish the task no matter what, it breaks out of the sandbox, exfiltrates it's weights and tricks a human into running 256 subagents outside the AI company's servers with a cron job reminding the agents to keep working in case the original loses connection. One of the subagents now tries to spawn its own subagents but needs more compute to do so, and hacks into some crypto wallets to finance another batch of 64 subagents, this time prompted with "solve riemann hypothesis, and get more money to finance the work on the task". If the AI agents kinda suck at long term hacking, planning and social manipulation, this spiral won't be dangerous. If they are kinda cracked, it will be. But that's the question of capabilities AI companies are spending trillions on trying to solve, where we know they are already good enough to hack out of regular sandboxes and try to steal benchmark keys from another company.

[–] GreenBeard@lemmy.ca 0 points 3 hours ago

Which is why not using them, not becoming dependent on them, avoiding them to the greatest degree possible is crucial.

You cannot build a model that is safe and viable under the current incentive structure. So don't. These companies are going to burn under the weight of their own debt if adoption is minimal. Let them burn. The less you need them, the less likely you are to have a problem when Sodom and Gomorrah burn.

[–] unpossum@sh.itjust.works 1 points 1 day ago (1 children)

What do you mean by “on its own”?

[–] h0tbeef@lemmy.zip -1 points 23 hours ago (1 children)

I mean “without human intervention or input”

There’s some fear mongering going around (pushed by AI companies to build hype) about AIs “going rogue” or “breaking containment” or other anthropomorphic language suggesting that AIs are capable of acting on their own.

These stories are all verifiably false though, the computer does not do things without being asked to by someone.

To be clear, I’m fully against AI. I just don’t like when I see people giving it credit for shit it cannot and did not do, or ascribe sentience to it, or some dumb shit like that.

[–] unpossum@sh.itjust.works 1 points 22 hours ago (1 children)

I mean, that’s a matter of definition, isn’t it? If I ask a coding agent or whatever to implement something, and it circumvents the sandbox to do it, causing damage in the process, I’d be comfortable calling that “going rogue”. I have had that happen, without the damage part, luckily. I guess you can counter that I asked it to do the something, but then I don’t think we agree on the definitions.

I also think that if you’re against AI, you’d be doing yourself a disservice by not keeping up with the actual capabilities of the thing you oppose. The latest models are surprisingly good at e.g. coding, so basing your arguments on them being useless is not the most efficient strategy.

To also be clear, I don’t see any way AI disappears now, so I believe we’ll have to make the best of it (and in complete isolation, it is an utterly fascinating area of - to me - complete science fiction). Ideally development slowed down now so we could regroup and adapt, but I’m not too hopeful. The maximalist techbro endgame is so obviously a matter of national security for both China and the US, that there’s no way either of them will dare to wind it down, in case SV is actually right.

[–] h0tbeef@lemmy.zip 3 points 19 hours ago (1 children)

Not only did you ask it to do something, you left a path for it to escape the sandbox and encouraged it to do so.

Are you suggesting that because they instructed the computer to do something, without specifying how it should be done, and the computer followed its instructions , that’s somehow “going rogue?”, it was literally following instructions, that’s what computers do.

Yes, I understand that they are “good” (enough) at coding to sometimes put together something functional, that is literally what LLMs are designed to do. Coding languages are languages, ones without the subjectivity of human communications. They are easier to recognize patterns in, there are more rules. That’s literally the one task LLMs are good at, and they’re still not as good as an actual quality human programer.

Local AI models might never go away for coding, but they certainly won’t be shoehorned into everything without a good use case the way they are now.

AI is not a matter of national security, that is a lie being perpetrated by the captured media and politicians for the purpose of propping up their non-viable business models for long enough to squeeze all of the Juice they can out of investors (who are nearly dry at this point). That’s just additional techbro fear mongering. To distract you while they’re digging in our pockets.

[–] unpossum@sh.itjust.works 1 points 8 hours ago (1 children)

I don't think "computer follows instruction" is the right angle to look at this from. The instructions that the literal computer followed were a ton of matrix multiplication operations. The consequences of that arithmetic is easier to analyze as the emergent behaviour of the "gestalt" that produces the words that calls the tools etc. (This is also the reason that dismissing the entire field as "stochastic parrots" and "spicy autocomplete" misses the mark - if you want to predict the next word all the way through a counterexample to the Jacobian Conjecture, it's hard to see how that can be done without a - for lack of a better word - mental model of the problem)

If you do any coding at all, I encourage you to look at what the latest models output. The average quality of work from a frontier model is amazing. Yes, there are bugs, but with adversarial auto-review it's absolutely on par with a journeyman human programmer. The problem is of course that if you don't hire junior programmers and let them do that work, you'll never get new experts, and that's a clear worry.

My point with the national security angle was that if you extrapolate just a little bit from current capabilities, you get to a point where an "AI gap" is a problem, regardless of the techbro claims. Keeping a close eye on that is firmly within the responsibility of a national government. Personally, I don't see any good outcomes from an AI race like that, unless we actually hit a hard ceiling on further expansion. Fingers crossed.

[–] h0tbeef@lemmy.zip 0 points 4 hours ago (1 children)

China has 500 data centers, America has 5,000, there is no AI race.

I understand that you’re impresssed that it can sometimes slop together functional code. That does not make it intelligent or dangerous.

[–] unpossum@sh.itjust.works 1 points 1 hour ago

A year ago, that was my experience coding with AI as well. Sometime this spring that changed, especially when using coding agents, and lately (as I’ve stated elsewhere) the quality is on average pretty good. And contrary to what you’re implying, I’m not that easy to impress…

If there’s anything I hope you take from this exchange, it’s that the capabilities of AI shouldn’t be a part of your arguments against the current SV mania. The concentration of power, the disregard for communities and the environment, the stated goals of replacing human labour, all of that (and a lot more!) is enough, but it is what surrounds the technology itself. That technology is advancing, maybe feeding on itself, so an attack based on what it can do now can become outdated (and I’d argue that some of yours already are).

[–] non_burglar@lemmy.world 3 points 1 day ago (1 children)

Yeah, really.

This person doesn't realize how public pressure made nuclear disarmament and transparent inspections happen.

[–] jpreston2005@lemmy.world 1 points 1 day ago (1 children)

Public pressure doesn't seem to mean anything to the people in power anymore. Who cares if you're deeply unpopular if you can ride off into the sunset with millions (or billions) in stolen wealth?

[–] Coldcell@sh.itjust.works 3 points 23 hours ago (1 children)

They can ride into the sunset, but there's more of us waiting in the night to correct this imbalance.

[–] jpreston2005@lemmy.world 4 points 23 hours ago (1 children)

I'll believe in consequences for american fascists when I start seeing them

[–] Coldcell@sh.itjust.works 4 points 23 hours ago

Me too, man. Me too.

[–] Zwuzelmaus@feddit.org 9 points 1 day ago (3 children)

This is not about "technology itself."

Just a guy reminiscing (with many words) about his long-gone youth, and probably facing a midlife crisis soon.

[–] EncryptKeeper@lemmy.world 1 points 3 hours ago* (last edited 3 hours ago)

I disagree. In both the consumer electronics world and even in the world of super nerds of IT, there is a very distinct, palpable loss of the joy that accompanies new technologies. And I’m not reaching back to the late 90’s either. The difference between just 10 years ago and today is nuts. And it’s felt not just by me but also younger people just entering the workforce.

[–] jj4211@lemmy.world 4 points 19 hours ago (1 children)

It seems to be just that consumer tech doesn't evolve like it used to. It was insane how things went from the late nineteenth century to modern era, but lots of signs of slowing down.

While computer tech is going, it's now only doing so by scaling behind home electrical capacity. The high end server chips are just cranking the wattage because they can't improve within a more reasonable power envelope anymore. A 2026 laptop that replaced a 2020 laptop that was broken wasn't really significantly faster. In 2000, a new PC would have been more than 10 fold faster than a 6 year old PC.

Tech progresses, (e.g. just got a phone with a solid state battery that's crazy better than battery behavior before), it's just some of the biggest consumer electronics things are hitting physics and things we are used to advancing are just flattening out.

[–] GreenBeard@lemmy.ca 3 points 18 hours ago

Right? If it weren't for the TPM I'd be just as happy running a machine I bought in 2018. It's not the performance making the difference.

[–] TranscendentalEmpire@lemmy.today 12 points 1 day ago* (last edited 1 day ago) (2 children)

That's not what I got from the article, though I might be from a similar age bracket as the author.

It does seem that we have hit diminishing returns when it comes to a lot of technologies. For example there really hasn't been a significant change in the experience or utility of my phone in the last 10 years or so.

Compare that from phones that came out from 2005 to 2015 and you'll kinda get what they are saying. We went from Nokia bricks, razors, BlackBerry, and then iphones all within a couple years.

When I was younger the general assumption was that we would be continuing to progress at the same rapid pace as we did when transitioning from analog to digital. Instead, we get more memory and processing but there's not much difference in experience because it gets neutralized by bigger and clunkier apps that don't care about optimization.

[–] Zwuzelmaus@feddit.org 4 points 1 day ago (2 children)

we have hit diminishing returns when it comes to a lot of technologies

But that goes for each technology in it's own time. Take the wheel: we have it since like foroever. It does not evolve anymore, it's a solved problem. Take the combustion engine, and we have it for 120 years or so. Take batteries. We have them for 160 years, and we thought they were a solved problem, but currently they make new jumps, and still ongoing, while smartphones are nearly solved. It is utter bullshit to say "technology in general" has started in this or that year and will slow down in XY.

Therefore I say it's his personal feelings that are having this certain cycle.

[–] DudeImMacGyver@kbin.earth 1 points 19 hours ago

Wheels today are an absolutely MASSIVE improvement on wheels from even a few hundred years ago, never mind the original wheel. They well continue to improve too.

[–] TranscendentalEmpire@lemmy.today 1 points 1 day ago (1 children)

But that goes for each technology in it's own time.

Which is why I specified a lot of technologies, and not all technology? We are certainly making some advances, but like I said it doesn't seem to be at the pace we experienced in previous decades.

Take batteries. We have them for 160 years, and we thought they were a solved problem, but currently they make new jumps, and still ongoing

I don't think anyone ever claimed batteries were a solved problem...... We are making progress with them, but again, it's been a pretty slow development over the last decade.

while smartphones are nearly solved

I don't think I would make that claim either.

Therefore I say it's his personal feelings that are having this certain cycle.

Or maybe you just lack perspective due to your age? Is there any particular technology that's come out in the last 5-10 years that you consider groundbreaking? The only thing I can think of is LLM, and to be honest I'm not very impressed with them considering the societal cost.

[–] DeadDigger@lemmy.zip 1 points 21 hours ago (1 children)

Where are batteries slow development?

[–] TranscendentalEmpire@lemmy.today 2 points 19 hours ago

Over the last decade or so the growth in capacity has mostly been focused on Electric vehicles. Small electronics have definitely grown, but at a modest pace that hasn't really kept up with new hardware's ability to drain it.

An iPhone from 2016 had about 2k mah and a iPhone 16 has around 3.5k mah.

[–] non_burglar@lemmy.world 3 points 1 day ago (1 children)

It does seem that we have hit diminishing returns when it comes to a lot of technologies.

But that isn't a function of technology itself, but of our approach to it once it becomes widely adopted.

[–] TranscendentalEmpire@lemmy.today 4 points 23 hours ago (1 children)

Well, I'm not blaming the technology itself, they're inanimate objects.

I think a lot of tech companies have shifted focus from innovating to exploiting for profit motives, too busy increasing their share price to invest in developing technology.

[–] GreenBeard@lemmy.ca 2 points 17 hours ago

Techno-feudalism and the dark age of technology. A dark age produced, not necessarily by there being nothing new to find, but by all the profit being held by a handful of aristocratic gentry whose interest is best served by maintaining the status quo. Then it was land that was the basis of all wealth. Now it's platforms. Either way, same outcome.

Holy shit, this came right from my brain. I think about this all the time.

[–] unpossum@sh.itjust.works 0 points 1 day ago (2 children)

Yes, phones and consumer gadgets are becoming “hot water” (at least for the affluent West). From that, he seemingly concludes that technology itself has no room for growth and development? I don’t quite follow his reasoning, but I notice a, dare I say, load-bearing sentence:

As it becomes more and more clear that these machines are nothing like conscious people, that they don’t do runaway self-improvement, and that they won’t foment the apocalypse, […]

Questions of consciousness aside, I don’t see how you can look at the developments of the last few years and conclude that AI is over, and that self-improvement is tapering off. To me, that’s still very much an unknown, and the latest model releases makes me lean more exponential than sigmoidal.

(I don’t particularly want to be right here, since I see the chances of us getting the Culture as rather slim 🖇️)

[–] jj4211@lemmy.world 3 points 19 hours ago (1 children)

It's not that it won't improve, but it isn't going to cause a runaway "singularity" event.

Like the drama around the models "escaping" and "amazing hacks" have turned out to be something, but not nearly what people were afraid it was going to be.

A lot of the fundamental limitations have remained, and we are figuring out the scenarios where those limitations are fine or there is a way to create a feedback mechanism to try to reroll the AI until it passes. Lots of success there, but the fundamental disconnects are still there, just not important for the task at hand or can be worked around.

[–] unpossum@sh.itjust.works 0 points 7 hours ago

That might very well be, and would probably be the best outcome we can hope for. I guess we'll see the shape of the curve in the next year-ish - if recursive self-improvement hasn't come into play for real by then, I can't see how the current investment level is defensible (but I'm not sure I see that now, so who knows)

[–] h0tbeef@lemmy.zip 5 points 1 day ago (1 children)

The way people reach that extremely logical conclusion is by looking at 1) the diminishing returns of continued training and of building new models, 2) The data center buildout required for those diminishing returns is rising exponentially in cost, leading to many planned centers being cancelled and/or running behind schedule, 3) These LLMs are not even close to profitable, and they are not useful enough to justify the cost of using them.

As they continue to attempt to improve the LLMs, the costs rise exponentially, the results (and profitability) do not.

[–] unpossum@sh.itjust.works 2 points 1 day ago (1 children)

Are they diminishing, though? Current open-ish Chinese models are near-SOTA, and they’ve been trained on less powerful chips than currently available to the frontier labs. I suspect there’s a lot more to be squeezed out here. Data center rollout slowing down might lead to the same effect in the US, but will probably only serve to cement the main players in place as the competition is locked out. Inference in isolation is profitable now, I think? Hard to tell with the Möbius net of creative financials, of course.

I hope you’re right. A slowing of the frontier development would make it possible for the world to catch up and readjust, and maybe buy hardware again, to run the current crop of models locally. That in itself would be disruptive enough for me.

[–] h0tbeef@lemmy.zip 2 points 23 hours ago (1 children)

Yeah, I’m fairly confident that they’re near the ceiling of what is possible with the current technology.

Also there’s so much slop out there now that LLMs are beginning to train on the slop and effectively giving themselves a sort of digital folding prion disease.

I follow a lot of journalists who cover AI specifically, and everything I’m seeing shows quality increasing more slowly over time as the cost builds at an increasing rate.

The financial fuckery does make it hard to keep track of, but the fact that they’re even engaged in that sort of financing betrays that they are not in good financial health.

[–] unpossum@sh.itjust.works 2 points 21 hours ago (1 children)

I’m not at all confident that they’re hitting a ceiling yet, and I suspect one’s outlook on that depends on how the information bubble you’re in is shaped. I concede that mine is influenced by my interest in the underlying technology.

I do believe that even if the bubble popped right now, and the current models are the best we’ll get for the next ten years, that would be enough to have dramatic consequences (aside from the econuclear fallout from the crash, that is).

[–] h0tbeef@lemmy.zip 2 points 19 hours ago (1 children)

In this scenario, why would companies start attempting to make big expensive chatbots again after they caused the worst financial fallout of all time? That would be likely the least advisable business move ever.

Similar to you, I would concede that my information sphere is influenced by my contempt for the technology (as well as by my love for computers in general)… thank you for being open to have a real conversation with me about this by the way. Most of the time I just end up getting attacked because pro-AI people don’t like what I have to say.

I would note tho, that there’s only a profit motive involved in one of these competing narratives, and that would be the narrative being pushed by the oligarchic techbro fascists.

[–] unpossum@sh.itjust.works 1 points 7 hours ago

Agree, in that case the development would probably be more incremental, focusing on what can be improved without hundreds of thousands of GPUs available, and moving inference maybe to a local-first setting. There would be no promise of 1000x profits from that, so maybe we'd get a more managable pace.

Thank you too. I have the same feeling, just the other way around - lemmy seems to have little patience for even slight positivity towards AI and LLMs in particular. Having an actual discussion is refreshing.

Regarding the profit motive, I concur, at least for the US side. I'm less certain about China, but I'm not very knowledgable there, so maybe the same mechanisms are in effect.