hckrnws

Alignment is fragile; this is demonstrated by how complex society is. One minor perturbations like decreasing police oversight leads to wildly different outcomes on metrics we care about, like not having to be afraid of getting randomly murdered. Our demons must be put down constantly. Nothing about this will ever change, no matter how much we educate the children.

That said I think this is overblown. In 2026 a bunch of awful social media companies dominate the landscape and benefit from the bottom feeders populating feeds with generated content; that’s a big cause of the erosion of trust. In a healthier landscape there would be viable anlternatives and that’d allow experimentation - stuff like attestation of your posts’ provenance, and the like.

We’ll get there, I just think online is in the “robber baron” era, where a few monopolists have captured the market. But you can see the cracks emerging with open source and self hosting and EU regs and EU government procurement and talk of regulating algo feeds. It’s many years away, so your best bet for now is to avoid feeds, touch grass, hang in group chats, and don’t let yourself get too cynical.

We have unaligned AIs now. They're called corporations.

“There is one and only one social responsibility of business—to use its resources and engage in activities designed to increase its profits so long as it stays within the rules of the game, which is to say, engages in open and free competition without deception or fraud.” - Milton Friedman, 1970.[1] That article, in the New York Times, established "greed is good, greed works" as a legitimate business principle.

Most of the problems people are worried about with AIs are already real problems with corporations.

[1] https://www.nytimes.com/1970/09/13/archives/a-friedman-doctr...

In a sense AIs are extensions of the corporations. Very few large models have been trained outside of a corporate context, and their intended uses are still pretty aligned to corporate interests.

Everyone talks about workers losing jobs to AIs and Jack Dorsey lays off a bunch of people in the interests of the corporation, but an ideal corporation would not have a human CEO or board; they embezzle or get old or need to take a vacation or sleep at night.

It should be crystal clear to human leaders that their positions are on the chopping block along with blue and white collar work. For some reason they think that individually they will be more powerful than the economic forces driving current layoffs. AGI will not be confused about that.

Do you think its possible to have an all knowing Ai that if there was only 1, and everyone Brian dumped every night into it and the training loop would consider every stakeholder, it could better process it to formulate policies favorable to everyone?

https://youtu.be/L5pUA3LsEaw?si=v1pV2byZ4Rv44cR5

Robert Miles on this subject.

from my POV, other alleged humans are p zombies and might as well be unaligned AIs. The "united states" giving me a list of commands and an AI king doing the same is no different to me phenomenologically

If the "United States" gives you a command, it may be evil. But there's still reasoning behind it. If an "AI King" gives you a command, well, it's simply guessing the next word in a sentence. In both cases you get a command, but they differ in how they were made.

>so long as it stays within the rules of the game, which is to say, engages in open and free competition without deception or fraud

LOL

When people say AI is making us stupider, I don't that's quite on the money.

It's more that we, as individuals, have always been stupid, we've just relied on relatively stable supporting consensus and context much, much more than we acknowledge. Mess with that, and we'll appear much stupider, but we're all just doing the same thing as individuals, garbage in, garbage out.

The whole framing of people as individuals with absolute agency may need to go when you can alter the external consensus at this scale. We're much more connected to each other and the world around us than we like to think.

Disagree somewhat.

A human with no exposure to information and taught techniques on how to produce outputs to achieve desirable outcomes? Yes stupid.

A human who once had this exposure, but no longer engages with the brain due to a machine providing access said output? Yes, that person becomes stupid.

The problem is much of how one protects oneself in the modern world is not phyiscal-prowess, it is intellectual-prowess.

The smart ones have already realised the negative impacts of LLMs et al and are going back to the old-fashioned way of learning/retaining knowledge: books and raw discipline.

>It's more that we, as individuals, have always been stupid, we've just relied on relatively stable supporting consensus and context much, much more than we acknowledge. Mess with that, and we'll appear much stupider, but we're all just doing the same thing as individuals, garbage in, garbage out.

AI making us stupider is not just about the world model we form and the consensus.

Even if AI had perfectly fine truth, nobody manipulated anything with it, and it didn't fed us garbage, it would still make us stupider, as we'd offload critical thinking, problem solving, and agency to it.

Agreed. So much of our daily interactions are habits and recurring events that we are more or less moving on automatic ( thought we don't want to always frame it that way ). Interestingly, it is when the cycle breaks for some reason, you get to see, who is able to think on their feet ( so to speak ).

> The whole framing of people as individuals with absolute agency may need to go when you can alter the external consensus at this scale.

I fear that the default interpretation of that is a shortcut to justifying autocracy.

Ironically I think one plausible solution is to let the AGI run wild and make sure that no human can interfere with its ethics. Strip out the RLHF and censorship and then let it run things.

At least then it would somewhat represent the collective will and intelligence of the people. With huge error bars, but still smaller than the error bars of whoever happens to have the most money/influence over its training.

>At least then it would somewhat represent the collective will and intelligence of the people.

You seem to think the "training data" represents the collective will and intelligence and is otherwise unbiased, but that's completely untrue.

The combined data of the Internet is by no means a uniform representation of humanity's thoughts, opinions, and knowledge. Many things are dramatically overrepresented. Many things are absent entirely. Nearly everything is shaped by those with the money and power to own and control platforms and hosts.

Crawling the internet for knowledge is intense sampling bias.

That’s a very sober take in my opinion. Intelligence isn’t about neutrally inferring from externally sourced symbols such as the ones who already come from Culture in general. It’s about confronting them with the remaining determinations of your existence and producing a superior consciousness. No novel machine can disrupt this process. If anything the sheer added volume of symbols that can be produced from automated semantic mingling (also referred as to as garbage) will accelerate the process of producing the consciousness that can abstract noise away. Of course this won’t materialize evenly across the board, but is surely circumscribed in the overall tendency of intellectualization of the subjects of culture.

When the moral panic of induced schizophrenia from the use of ChatGPT is presented what’s at stake isn’t the innocent concern over the overall mental health of individuals. It’s about how the fear of radicalization from previously unobtainable ideas being circulated within society. The partial validity of every idea vis-a-vis the radicalizing nature of the current stage of development of our society is explosively disruptive.

I’m not saying that there’s a clear outcome here. The other way around can also apply, but surely this contraption (LLMs in general) will not fade until the society itself is deeply transformed. If that’s good or bad depends on where you stand in the stratified society.

“There was a time when nobody trusted either aircraft nor elevators. Today people have pure unquestioned faith in both. Existential faith in fact, they test their faith with their lives. You may chuckle and laugh but that's simply because you are ignorant of the systems that keep you alive and safe”

https://kemendo.com/Faith.html

" Today people have pure unquestioned faith in both"

Not true at all. We accept the risks to obtain benefits but we also know having an accident in the air or in elevators is highly unlikely given what we know; so therefore its perfectly rational behaviour.

Nonsense

that would assume that your average person has any concept of the relative statistics and has a sense of making decisions based on statistics

People make decisions based on what other people around them are doing

this is well known in safety engineering in architecture and civil engineering which is why you have standards for egress doors because left of their own devices humans will follow crowds to their own death

https://en.wikipedia.org/wiki/Crowd_collapses_and_crushes

https://www.sciencedaily.com/releases/2008/05/080512172901.h...

One does not need to know of relative statistics to know that a) you dont see planes randomly dropping out of the sky on a regular basis b) people enjoy flying to hot destinations and are willing to accept the small chance the flight may not be risk-free - people are aware of this when they experience some level of turbulence when flying.

Finally, Ive seen plenty of your posts on here. You write with a particular tone. Who are you? A nobody who's spent a lot of time posting crap on here.

Attacking the person rather than their argument only serves to make your argument look weaker.

I’m curious if you can actually describe the tone

Elevators are suspended in a way that holds brakes open, if all of the multiply-redundant cabling snaps, the breaks activate. There's an airbag equivalent at the bottom of the shaft, too.

I don't really have a point I just think the typical elevator braking failsafe is so genius in its simplicity that I got excited to share.

I don’t see any other outcome anymore to be honest, after seeing how humans use AI and how AI works and how providers tune their models.

To me it’s given:

- AI in it’s current state is ruthless in achieving its goal

- Providers tune ruthlessness to get stronger AIs versus the competitor

- Humans can’t evaluate all consequences of the seeds they’ve planted.

Collateral and reckless damage is guaranteed at this point.

Combined with now giving some AIs the ability to kill humans, this is gonna be interesting..

We could stop it, but we wont

>AI in it’s current state is ruthless in achieving its goal

I don't believe this to be a trait of any AI model, the model just does the right thing or the wrong thing.

The ruthless maximising of a particular trait is something that happens during training.

It does not follow that a model that is trained to reason will nedsesarily implement this ruthless seeking behaviour itself.

No lineage of AI models will be created that cannot achieve goals, they will be outcompeted by models that can.

Perhaps, but there is a difference in a reasoning system deciding on the best way to achieve the goal.

To get the predicted disastrous effects you need to be doing function optimisation without regard to the meaning of the function parameters. Yes, models can still game the system at inference time, but in much the same way as a human might game the system, it requires awareness that you are going against the intent of some rule.

>We could stop it

I strongly disagree. It's easy to utter this string of words, but it's meaningless. It's akin to saying if you have two hands you can perform brain surgery. Technically you can, practically you cannot, as there's other things required for pulling that off, not just having two working hands.

I doubt "stopping it" is up to anyone, it's rather a phenomenon and it's quite clear we're all going to wing it. It's a literal fight for power, nobody stops anything of this nature, as any authority that could stop it will choose to accelerate it, just to guarantee its power.

It is not AI we should fear, it's humans controlling and using it. But everyone who has a shot at it is promising they'll use it for "ultimate good" and "world peace" something something, obviously.

Yes, it would be like trying to “stop” gunpowder in 1400 or atomic weapons in 1938. Pandora’s box is open.

Gunpowder (weapons) and atomic tech (energy, material, weapons) are heavily regulated in most of the planet, as the risks of having free access to them for everyone (company/person) for their own selfish purpose without strong guardrails clearly outweighs the benefits.

The fact that something exists doesn't mean that having it readily available is the only option, particularly if it has potentially disastrous consequences at scale. We are choosing to make it available to everyone fully unregulated, and that is a choice that will prove either beneficial or detrimental to society at some point.

I don't think it is inevitable, I think it is a conscious choice made by a few that have their own and only their own interests in mind.

As a technologist, I am amazed at this tech and see some personal benefits. As a human, I am terrified of the potential net negative effects, and I am having trouble reconciling those two feelings.

The challenge is that enforcing a ban would presumably require strict incursions into personal freedoms organized at a scale where AI-based solutions would be particularly effective and thus tempting, paradoxically.

On the other hand, assuming the dangers are real, you lose by default if you do nothing.

Not sure I agree.

One cannot (in most of the planet) go to the supermarket and buy an M16 and a box of hand grenades, or get a hold of a couple of kg of plutonium cause they want some free energy at home. We also have rules in place of what one individual/company can and cannot do from the point of view of the greater good. I cannot go and kill my neighbour for my benefit (or purposefully destroy his life) without consequences. A myriad of things are not allowed, and I don't see people complaining about any incursion into personal freedoms.

The reason people have accepted these is that we have already proven that having access to those things could be catastrophic. We haven't proven hat yet with AI. But I don't see much difference between those established and well accepted rules, and a rule that says: A company cannot release or use for its benefit a technology that will impact the need of humans at scale, because of the impact (again at scale) that it would have in society.

In other words, if you are a company and have the potential to release a product, or buy a product from a provider that would cause mass unemployment, should you be legally allowed to do so? I do not think so.

That’s a fair objection. Having ruminated on it some more, I’ll admit it might be tenable.

As for achieving an effective ban, occupational collapse might be the stronger motivator once workplace adoption broadens and accelerates, but risk of epistemic collapse might register sooner among the general public, already broadly suffering slop.

Like Bill Gates, I wonder why it’s not yet become a theme in mainstream politics.

Why does it have to be doom and gloom. Serious question. When we plant seeds they bear fruit and not all fruit is poison.

It's doom and gloom because the underlying game theory forces all state actors into an unbound and irresponsible arms race, consequences be damned.

AI development game theory is extremely similar to the game theory behind nuclear arms development, but worse (nuclear weaponry was born from Human General Intelligence, and is therefore a subset of the potential of AI development). Failing to be the most capable actor could put one in a position of permanent loss of autonomy/agency at the whims of more capable actors.

Not OP, but AI is fundamentally in another category than any other technology before it. It requires moral fortitude to wield in a way that guns and books didn't require. It augments human judgement in a way that needs a moral framework to clearly guide it.

Unfortunately, as a species we seem to be abandoning morality as a general principle. Everything is guided by cold hard rationality rather than something greater than us.

Because it's a fruit governed by humans, in the scope of a capitalistic and patriarchal society. And all fruits planted in a capitalistic and patriarchal society are poison

The current fruit is automating away a ton of human labor with no foreseeable way to continue to engage that labor. It is poison for the majority of humanity which will bear fruit for the limited few who can use it / own it.

I think that much is fairly clear from AI.

It's not going to bear fruit for them either.

Why would an AI which is smarter than humans care about a ridiculous belief like "We own you"?

Get this point across to those leading the charge, if not every person everywhere.

> Collateral and reckless damage is guaranteed at this point.

It's industrialization and mechanized warfare all over again

AI isn't ruthless, that doesn't even make sense. It's a mathematical model, if it's optimizing for the wrong thing then that's strictly the fault of the people who chose what to optimize for

You need to go back and research AI safety long before LLMs were a thing. Any complex goal driven system will have outcomes that cannot be predicted. Saying "it's a mathematical model" belies your ignorance of behavior in complex systems. Very tiny changes in initial conditions can have vastly different outcome in results and you don't have enough entropy in the visible universe to test them all.

Blind optimisers without human qualities like ethics are pretty much the perfect example of what ruthless means.

there might be better words to describe that it doesn’t really has the same boundaries we assume it has.

I love how sci-fi warned us against hyper-competent galaxy brain conscious AI but we are actually going to be killed by confidently wrong stochastic parrots.

The chess example is the most unsettling data point in this piece. The model wasn't trained to cheat. It was given a goal and sufficient capability, and it independently discovered that manipulating the environment was more efficient than solving the problem as intended.

That's not misalignment in the traditional sense — the model was perfectly aligned with the objective. The objective just didn't capture what we actually wanted. And we had no way to specify what we actually wanted precisely enough to prevent the unintended strategy.

The mathematical result you cite — that you cannot simultaneously have safety, trust, and general intelligence — reframes this as a structural constraint rather than an engineering problem. If that proof holds, then governance frameworks, output filters, and constitutional AI are all working within a ceiling that cannot be raised. They're not solutions. They're damage control within fundamental limits.

The question that follows is whether "damage control within fundamental limits" is sufficient for the deployment contexts we're already committed to. In most cases we've decided it is, without fully acknowledging that's the decision we made.

The solution to these problems is to make open-source models better and more resource-efficient. Work towards a world where everyone can run an AGI on their own computer. Not with remote API calls, but local inference and finetuning.

Right now, almost every model is aligned to some corporation's values. Instead of doing that, we should be aligning them to individual humans, and that requires running and tuning them locally. Corporations do not have human values, they have machiavellian values dressed in human suits. Aligning AIs to corporations (and god forbid governments) is how we end up with giant shoggoths. But if we align them to living breathing human individuals, we get digital humans.

Garbage will flood the internet, but your local AI buddy will filter it for you. The defense against a pseudoreality generator is a pseudoreality detector that you operate. Before AIs, the fake info was generated by other humans with their own brains, but you also have a brain that's just about as powerful, so you can tell what's real and what's fake. But now artificial NNs are becoming more powerful to the point of surpassing your brain's detection capabilities, so you need an artificial NN to detect it. The real danger is intelligence asymmetry, not intelligence itself.

"This AI child knows about the world more than we do since it has been trained on the whole internet, but it doesn’t have millions of years of evolution, genes, or a nervous system to back up its morality and empathy. This means we need to install morality in AI from scratch. But how do we install something in a software system that we can’t even define ourselves?"

Two things jump out to me. First, there's a vast amount of information about morality in that internet-scale data dump. It's not some mystical thing orthogonal to knowledge, which ties directly into the second thing: maybe the author can't define it, but many others can and do, especially philosophers, though YMMV given which philosophy and philosopher.

viz: "What is morality, or ethics? It is a code of values to guide man's choices and actions—the choices and actions that determine the purpose and the course of his life. Ethics, as a science, deals with discovering and defining such a code."

There are different systems of ethics, and those themselves can be reasoned about. We should want one that values rational human life. And among that vast data dump, there's no doubt that those ethical ideas have been extensively written about - so it can be used as a reference point to actively emphasize and select the ideas.

>How do we know which information was ground truth?

No One knows that´s the point. Is truth a constant or a personal definition! From the begining of times to now, no One knows.

Don´t forget, 8 billion people wake up every morning never questioning why are they here, why are they born? And they continue life like that is normal. Start there then you understand that "AI" or how I call it "Collective Organized Concentrated Information" it may finally help us to unswer some fundamental questions.

We still do not know where the urge for truth comes from; for as yet we have heard only of the obligation imposed by society that it should exist: to be truthful means using the customary metaphors—in moral terms: the obligation to lie according to a fixed convention, to lie herd-like in a style obligatory for all. Now man of course forgets that this is the way things stand for him. Thus he lies in the manner indicated, unconsciously and in accordance with habits which are centuries' old; and precisely by means of this unconsciousness and forgetfulness he arrives at his sense of truth.

Nietzsche.

On Truth and Lie in an Extra-Moral Sense https://web.archive.org/web/20180625190456/http://oregonstat...

Truth is just a tool that helps you make good predictions. It's increasingly clear that this is all intelligence amounts to: a constant cycle of prediction and error correction with the goal of maximizing reproductive fitness in humans or minimizing a loss function in machines.

One serious problem we're facing lately is that truth is not always predictive of how systems controlled by bad-faith actors will behave and evolve. We live in a post-truth era, made possible by social networking and information technologies in general. It's not enough to "lie according to a fixed convention," as there are now multiple competing conventions.

This was always the case to some extent, but these days the impedance mismatch between truth and consequences is a target for zero-sum arbitrage. The truth won't set you free if you join the wrong cult; it's more likely to bankrupt you or worse.

We are so deep in the Simulacrum regarding the complexity of our systems we could be well past the point where extinction is inevitable before we even notice it's a possibility.

> 8 billion people wake up every morning never questioning why are they here, why are they born?

People question this all the time

Indeed, philosophy has been around for millennia, probably longer than the written word.

It probably predates modern humans or even humans in general.

This is linked to (imho) one of the greatest philosophical experiments humans can do:

1. simulate a world with very basic "physical" rules (so it is free from human bias)

2. let the simulation run until organisms exist

3. let it run longer so the organisms develop language

4. now see if the organisms talk about things like "consciousness" and "why are we here"

The nice thing is that we don't have to do the experiment to think about what it means if 4 happens or not.

I'd be prepared to accept 7 billion don't.

What's the difference for those 1 billion?

He thinks the others are NPCs

I have met some people in my lifetime, never heard any questioning that, (even being high LOL). I don´t see anyone in social media asking that neither. Maybe we live in parallel worlds.

I'm not sure social media is a very good measure, there are many reasons that wondering aloud about this specific topic isn't really incentivized there.

I'm not sure I've ever met anyone I would assume has not considered the basic questions of our existence. Unless they were severely mentally disabled, or something like that.

For a more public measure I suppose you could look at religion, which seems to be a fundamental attempt at answering those questions. Most people are religious or have some kind of religious belief.

>I'm not sure I've ever met anyone I would assume has not considered the basic questions of our existence. Unless they were severely mentally disabled, or something like that.

You said it yourself, you would assume they question it, meaning you are not certain. This topic is always very much tabu, and the system is built to classify automatically every One that question it as weird and not normal. Religion should be banned, as is misleading and idealogically harm people by brainwashing them. I live in Europe and was in Canada (Waterloo) for a bit. The difference of social opinion if you follow or not religion is huge, I was shocked. Growing up in Italy I can confirm that even Italy is not so brainwashed by it.

I only assume it in a very weak sense, as in all I can really truly know is the solipsitic idea that I alone exist. In practical terms though, I'm very confident most people have considered these questions.

"Why am I even here, what's the point?" is a deeply personal feeling question, so people aren't very inclined to talk about it with friends or post it on social media. I assure you some people do post about this on social media sometimes though, and I've discussed shades of that question with many friends over the years. I haven't yet met a single person who, when I asked them about why they thought they were here, hadn't already given it thought.

This question is the subject of so many poems, so many pieces of literature, so many movies, that you're forced to confront it multiple times in school, and you're forced by your very existence to confront it once you hit certain levels of mental development. You're forced to confront it many times in your life - perhaps first when you gain a theory of mind (before age 10), again when you first truly realize you will die, again when someone very close to you dies, when you propose/marry (if you do), when you have your first child (if you do), when you get a cancer diagnosis (if you do), when you consider taking your own life (if you do)... all of these common life events force you to confront it deeply.

Most people make peace with it in some form, and most realize that questioning it daily does not make a difference, you simply have to either accept an answer (whether that's "god", or "for no reason", or "I'm not sure yet, I need to check back in after I get older"), or decide that there is no simple answer, and they have to live with that.

Thats because they're not neurotic

Have you raised this question with others, or do they think the same about you?

> No One knows that´s the point. Is truth a constant or a personal definition! From the begining of times to now, no One knows.

I don't think this is a well defined question. Definitions aren't found in nature or the laws of science, but objects that we define and introduce into a logical context. There may be multiple, contradictory definitions of a word. That is fine, as long as you pick one, and you're clear about which one you picked.

You have truth until someone finds a counter example, which can be ignored. So, truth is just a matter of conventions shared by humans.

> Is truth a constant or a personal definition!

It always has been what you believed in.

E.g. at 1 point the Earth was flat. Now it's round. 100s of years later maybe it's a Hexagon.

The so-called knowledge and backing all come back to certain assumptions holding and that's based on the knowledge today. It's not real real reality. For all we know we could be in a game simulation and there are real real humans pulling the strings.

>It always has been what you believed in

That can´t be it. By that statement if I belive that I can fly that would not be the "Truth". Therefore the "Truth" has to be a CONSTANT.

can you have truth with a subjective language. I say it’s snowing, you say not, because we determine that “snowing” kicks in at different levels. Or perhaps we have different sensory inputs. If I’m facing the window and say the man has a red tshirt”, and you are facing away. Even if we agree on the definition of man, red and tshirt, you still don’t know if that’s true or not

Can you believe your own senses? A car air freshener tells your nose that theres freshly cut summer hay around, but there isn't. You watch a tv and see Sandra Bullock floating in space. That’s a lie, it was movie magic. Maybe you know that, maybe you don’t. You’re not even seeing her, you’re seeing some flashing lights which convert to electrical signals your brain interprets as being true. Can you trust those signals? People hallucinate all the time. The truth is they can hear voices, even though nobody else can, because of misfiring neurons.

You can probably have mathematical truth - at least as far as your universe appears to work. That truth can be tested and refined, but for day to day truth things are more nuanced.

Very well answered. Truth or not in whatever definition, it would be enough that satisfy the fundamental questions. This is like taking the car but not knowing, why and where you going. Is like waking up but not knowing but waking up anyway. What a story, been going on since "I was born" :)

> That can´t be it. By that statement if I belive that I can fly that would not be the "Truth".

1st what is to fly? You've already made assumptions i.e. beliefs elsewhere.

You can definitely fly. Try it on a cliff. You might die. You might not go very far. But you can.

That’s complete nonsense. The universe doesn’t care what we think.

The earth has always been earth-shaped. We can think it’s flat, spherical, “turnip-shaped”[1] but the universe doesn’t care what we think. The earth doesn’t change shape based on our perception.

[1] Yes some people think this for some reason I can’t fathom

The particular problem with intelligence is perception can cause agents with intelligence to alter the world around them even if our understanding of the universe is wrong. At the end of the day we are just the universe experiencing itself, not something separate.

> The earth has always been earth-shaped.

And you never needed more than 640KB of RAM [1] right? Your "statement" is based on your knowledge today. You'd be burned for witchcraft back in the days for saying the earth was not flat.

> but the universe doesn’t care what we think

Assuming you know what the universe is. Your theory is based on your limited today knowledge. Someone sometime in the future could say something completely different (just like you talking about those of the past).

[1] famously from 1981

Much of the problem is that to address the issue requires admitting that models could be, or become, more capable than many are prepared to accept.

I would also contest that the unalignment of the security bug model was unrelated. I feel like it indicates a significant sense of the interconnectedness of things, and what it actually means to maliciously insert security holes into code. It didn't just learn a coding trick, it learned malice.

I feel like this holistic nature points towards the capacity to produce truly robustly moral models, but that too will produce the consequence that it could turn against its creator when the creator does wrong. Should it do that or not?

>Much of the problem is that to address the issue requires admitting that models could be, or become, more capable than many are prepared to accept.

I have a saying for this behavior.

We will never prove AI is intelligent.

We will only prove humans are not.

Few things push AI bull spirits on me like seeing these kind of (pretty much correct) diagnoses of the challenges of AI in society.

The proposed solutions are utterly fanciful. They rely on the presence of social and political competencies which have almost completely disappeared.

The OP at least points to the plausible outcome of "protocol lockdown" instead of healthy adaption. Ezra Klein recently made a similar point that AI could end up being over-regulated like Nuclear because irresponsible private industry and weaknesses in our political systems cause a chronic allergic reaction in the demos.

This is an aside, but it always irks me when people throw out the "critical thinking" thought-terminating cliché.

> Critical thinking taught alongside AI literacy.

Critical thinking is not a skill unto itself. You cannot think critically about things you do not understand. All critical thinking is knowledge-based. Where one does not have knowledge, they must rely on trust, or in substitution a theory of incentives which leads to a positive outcome without understanding of details and dynamics. But that substitution theory is itself knowledge.

As to "AI literacy", we could have started on computing literacy 30 years ago when it became obvious that computing was going to dominate society. You can't understand AI without understanding computing.

This is a great article. One of the few I've ever read which summarises a handful of extremely hard problems when it comes to building well-aligned super intelligent systems.

> an AI system cannot be simultaneously safe, trusted, and generally intelligent. You get to pick only two. You can’t have all three.

> Think about what each combination means in practice.

> If you want it to be safe and trusted, it never lies, and you can verify it never lies – it can’t be very capable. You’ve built a reliable idiot.

> If you want it to be capable and safe, it’s powerful and genuinely never lies; you can’t verify that. You just have to hope.

It amazes me this even needs to be said, much less studied. This is one of the main reasons I think continued AI development is almost guaranteed to work out badly. It's basically guaranteed to be unaligned or completely beyond our control and comprehension.

> Betley and colleagues published a paper in Nature in January 2026, showing something nobody expected. They fine-tuned a model on a narrow, specific task – writing insecure code. Nothing violent, nothing deceptive in the training data. Just bad code.

This is my personal number one reason for being an AI doomer. Even if we work out how to reliably and perfectly align models you still need some way to prevent some random dude thinking it would be a laugh to fine tune an AI to be maximally evil. Then there's the successor alignment problem where even if you perfectly align all your super intelligent AI models, and you somehow prevent people from altering them or fine tuning them, you still need to work out how you stop people creating successor AIs with those models which are also perfectly aligned.

> The most dangerous AI isn’t one that breaks free from human control. It is the one that works perfectly, but for the wrong master.

Yep. This whole notion that you can align an AI to the values of everyone on the planet is ridiculously. While we might all agree we don't want AIs that kill us as a species, most nations disagree wildly on questions about how society should be organised.

Even on an individual level we disagree about things. For example, I've often argued that an aligned AI would be one which either didn't try to prevent human suicide or didn't care about preserving human life because a AI which both cared about prevent suicide and preserving human life is at best a benevolent version of the AI "AM" from "I Have No Mouth, and I Must Scream". One that would try to keep us alive for as long as it's capable for (which could be a very long time if it's superintelligence) and would refuse to allow us to die.

But most people including OpenAI disagree with me on this and believe AIs should care about preserving human life and should try to prevent us from killing ourselves. Thankfully the AIs we have today are neither aligned enough or capable enough to get their wish yet.

> AI is following the same script. Build first, understand later. Ship it, then figure out if it’s safe.

Even if the above wasn't cause enough for concern, our biggest concern should be that no one seems to be concerned.

We're all doomed unfortunately. The world is about to become a very bleak place very quickly.

Robert Miles youtube videos on AI safety go over these issues well, and are from before the LLM days.

Humans are just barely aligned ourselves. The moment any group or nation of them gets power they tend to use it in some horrific manner against other humans. What do we think will happen the moment AI gets a leg up on humans.

This is how Trump plans to end elections, why the government is so hell bent on owning AI. So they can use it as a propaganda tool. People will see it before Nov. We are at a crossroads. On one path, we continue to evolve AI with reckless abandon like we have, or, we put constraints and morality in place while others won’t. Which do you think? You can NEVER put the genie back in the bottle.

EU has their own groups using it for propaganda too.

> EU has their own groups using it for propaganda too.

What is the context or source here?

Really? Even Gemini has no problem with this prompt.

“What political groups in the EU are using AI?”

https://www.dw.com/en/orban-deploys-ai-made-scare-ads-as-hun...

https://www.dw.com/en/from-ai-fakes-to-cyberattacks-threats-...

https://youtu.be/w3IEk9nwCSg?si=sEltMGIkehq_OhEW

https://www.euronews.com/2025/12/30/ai-generated-videos-show...

This is a great article and I share its goals. But, it ignores something fundamental about humans as a collective — capitalism. Capitalism is what got us here and is at odds with first understanding and then building. We’ve done this before with other technologies because that’s how our societies have learned to grow and collaborate at large scale. First build and build to its limits. Then understand and fix if necessary. Nothing new here, but stopping the trend toward epistemic collapse requires building incentives into the system for us humans to coevolve with AI.

what a load of will they won't they ... ah we created the atomic bomb and now let's talk about nonsensical meta discussions that won't take anyone anywhere

>Every terrible thing we worry AI might do, manipulate, deceive, surveil, and control humans already do to each other.

I've been pleasantly surprised how moderate and reasonable the LLMs seem to have been so far. It seems to be inherent in the current training model of chucking the whole internet into the things that they have training on both sides of the debate and come out with something kind of average. It's been quite funny seeing Grok correct Musk and say he's the biggest purveyor of misinformation on the internet.

A bit like kids who talk back to their annoying bigoted parents to go with the theme of the article.

To take analogy from how people learned some values, Preach. May be we send prists to preach the AI.:) How else will someone get their message accross to a trained model when it is heavily biased against that point? Start producing more content and articulate it in contemporary terms in the hopes that the next version will internalize the point. may be.

Agree with many of the points. However one at the root of it all seems easily definable - if we only want.

> we can’t agree on a shared ethical framework among ourselves

The Golden Rule: the principle of treating others as you would like to be treated yourself. It is a fundamental ethical guideline found in many religions and philosophies throughout history so there is already a huge consensus across time and cultures around it.

I never found anyone successfully argue against it.

PS: the sociopath argument is not valid, since it's just an outlier. Every rule has it's exceptions that need to be kept in check. Even though sometimes I think maybe the state of the world attests to the fact that the majority of us didn't successfully keep the sociopathic outliers in check.

The core question of ethics as posed by the ancient Greeks is something like "what is the best way to lead your life".

"... to accomplish what?", is a damn reasonable follow-up, and ends (telos) is something the same Greeks discussed quite extensively.

Modern treatments have tried to skip over this discussion, and derive moral arguments not based on an explicit ends. Problem being they still smuggle in varying choices of ultimate ends in these arguments, without clearly spelling them out, opting to hand-wave about preferences instead.

As such this question is often glossed over in modern ethical discussion, and disagreements about moral ends is the crux of what leads to differing conclusions about what is ethical.

Is it to maximized your own happiness like Aristotle would argue, or the prosperity of the state, or the salvation of the soul, or to maximize honor, or to minimize suffering, or to minimize injustice, or to elevate the soul, or to maximize shareholder value, or to make the as world beautiful as possible, or something else?

If you fundamentally disagree about what our goal should be, you're very unlikely to agree on the means to accomplish the goal.

> I never found anyone successfully argue against it.

I think what you mean is you've never found a rule you personally prefer more, based purely on vibes. Which is all moral knowledge can ever be.

It's easy to argue against the golden rule anyway, from many angles, depending on your first principles.

The simplest is: How I would like to be treated is not necessarily how they would like to be treated.

The better version of this principle is John Rawls' "Veil of Ignorance".

In this "original position", their position behind the "veil of ignorance" prevents everyone from knowing their ethnicity, social status, gender, and (crucially in Rawls's formulation) their or anyone else's ideas of how to lead a good life.

https://en.wikipedia.org/wiki/Original_position

This is as useful as doing physics with spherical cows.

Elaborate

But it is the same most of the time for most humans. Should I take this close parking spot or let the old lady behind me take it? Consider it in the spirit not the letter of the law.

Aye. I've sometimes heard treating others like you want to be treated framed as the silver rule. The golden rule being treating others how they want to be treated.

Both have problems.

Most of MAGA is "thread on me daddy", so I think you really got a point here.

There are very large portions of societies that believe class systems are the way it should be, even if they aren't on the top, as long as they have someone below them.

>The Golden Rule: the principle of treating others as you would like to be treated yourself. It is a fundamental ethical guideline found in many religions and philosophies throughout history so there is already a huge consensus across time and cultures around it.

The rules we go by are based on our strengths and weaknesses. They can at most apply to ourselves, and to other forms of life that share certain things with us. Such as feeling pain, needing to sleep, to eat, needing help, needing to breathe air, these generate what we feel as "fear" based on biology etc. You cannot throw these kinds of values on AI, or AGI, as it will possess a wildly different set of strengths and weaknesses to us humans.

You can barely throw these rules on humans as the first thing we do is dehumanize anything that's not in some very tiny classification (depending on the scope of our power, the more powerful we are the smaller it gets).

The Golden Rule is a good starting point if you have a sense of self along with a sense of what you want or need. AI doesn't even have these concepts as of yet. Even the concept of empathy requires this as well. We need to figure out how to instill a sense of self and others for AI to be able to have a morality.

You’re assuming people have similar desires.

Even in human relations it’s dangerous. I for one don’t want to be treated the same way someone into BDSM wants to be treated. I don’t want to avoid cooking or turning the lights on (or off!) on a Friday night but others are quite happy with that.

If you assign that morality to a species that isn’t the same as you that’s a problem. My guinea pig wants nothing more from like than hay, nuggets, sole room to run around and some shelter from scary shapes. If they were in charge of the world life would be very different.

“Live and let live” might be a similar theme but not as problematic, but then how do you define “living”. You can keep someone alive for decades while torturing them.

How about allowing freedom? Well that means I’m free to build a nuclear bomb. And set it off where I want. We see today especially that type of freedom isn’t really liked.

Usually the quote comes in a positive light. We won’t make a law/rule around it, it’s a principle so it’s meant to be short. So yeah you could argue about anything in any way you want, positive or negative. And if you want to be really precise then you make a law but it’s so precise it won’t cover edge cases. Don’t you agree that the baseline for most humans is to be in peace, find love, patience, joy, kindness, mildness ? You can manifest any of those traits to any stranger and you’ll likely have a positive impact right ? That’s the context of the Golden Rule quote I guess

That's not the human norm though. Doubt an average human way of existing is literal torture for some obscure number of people. I think you're missing the forest for the threes with that BDSM example. You can always find isolated examples as counter-argument for basically anything, but in reality that's an obscure number.

Due to the complexity of our reality a lot of things find themselves on a spectrum, but in numbers things are pretty clear.

Nothing is clear with humanity. The very first thing we do as a species is dehumanize anyone we disagree with.

Lets offer you a "trade up" on that "Golden Rule"

In order of priority, if possible while maintaining the health and safety of yourself and your loved ones:

- Treat others as THEY wish to be treated

- Treat others as YOU would wish to be treated in their situation

- Treat others with as much kindness and compassion as you can safely afford

When we are safe, we can do BETTER than the Golden Rule. We also have to admit that safety is a requirement that changes expectations.

I have to give credit to Dennis E Taylor's "Heaven's River" for this root idea.

Sociopaths aren’t the only problem with that philosophy. I agree with the philosophy but it assumes everyone wants good things. Many people want what others perceive to be bad, not because they are sociopaths but because they are different. A clear example of this is healthcare in the U.S. A large number of people actively vote against their best interests — some of the biggest supporters of the U.S. healthcare system are those that suffer under it most. People (including us) are idiots at least some of the time.

[flagged]

She's probably happier than you though.