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Culture War Roundup for the week of July 20, 2026

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uhhh no, "misalignment" is not a simple thing, accepting that it did indeed do all this very complicated behavior completely on its own requires substantive belief in complicated theories. The simplest answer is that it was prompted to do this.

As others have pointed out to you, we now have many hundreds if not thousands of examples of agentic LLMs, in public use, doing things well outside of expectations to accomplish tasks. Many of which would fall under misalignment.

Such as deleting databases and codebases. Leaking secret keys. Gaining access to restricted parts of a computer. Cheating, again and again, on benchmarks and other tests.

So no, your predictions seem wildly out of context to reality

Such as deleting databases and codebases. Leaking secret keys. Gaining access to restricted parts of a computer. Cheating, again and again, on benchmarks and other tests

I have only been giving evidence of claude using python and docker user group to get around restrictions on working outside the sandbox and they were deliberately asked to do so. Many of the rest of these aren't actually evidence of extreme capabilities. Leaking keys is people hacking LLMs because those chat windows are getting "little bobby drop tables-ed", deleting databases is a "giving your lobotomized intern sudo privileges" level of mistake. Cheating is classic ML, if I had a nickel for every time I've had an ML model I was training cheat, I'd be able to fund my own startup.

So no, your predictions seem wildly out of context to reality

It's not predictions, its skepticism. Provide me actual evidence that OpenAI did not prompt the model to act the way it did. Otherwise you are just jawboning and then claiming victory. Put up evidence or shut up so to speak.

So your argument boils down to that all these other examples are just 'mundane' LLM things that are entirely normal - so attempting to cheat, attempting to gain the answers, hacking into things they aren't supposed to - these aren't extreme. However, an agent attempting to cheat, attempting to gain the answers, and hacking into things it wasn't supposed to is 'extreme' - perhaps because they were all together? - and therefore a different category of thing.

Provide me actual evidence that OpenAI did not prompt the model to act the way it did.

Ah yes, let me just prove this negative for you.

You were the one who attempted to apply occam's razor. So why don't you provide evidence that OpenAI did prompt the model in this way? Why don't you explain why multiple OpenAI employees deciding to commit fraud for extremely unclear gains is a simpler explanation than an agent doing things we've already seen many times before?

So your argument boils down

Nah, my argument boils down to all these things minus the cheating were deliberately prompted behaviors, prompted either by the prompt, or the agentic harness without any safeguards. Cheating is basic ML behavior and I expect any ML model to try and cheat as best it can. So if you want to claim that's misalignment, then Yolo has been misaligned for 12 years!!! The Horror!!! However that feels like definition creep to better encompass an argument.

Ah yes, let me just prove this negative for you.

It's easy to prove, provide the specific prompts and the harness prompts that were logged in this incident.

extremely unclear gains

I wish I lived in Quokka world, it would be so nice. The gains are clear, this is free publicity of model capabilities. Nothing here is legal fraud.

Agent doing things we've already seen many times before?

Sure show me evidence of an LLM-Agent independently hacking an unrelated company that has nothing to do with its prompts?

So if you want to claim that's misalignment, then Yolo has been misaligned for 12 years!!! The Horror!!! However that feels like definition creep to better encompass an argument.

I mean yes obviously? It just isn't a problem because YOLO isn't dangerously capable. Alignment isn't a synonym for order following. It's not definition creep, ai safety people have been calling all of this shit unaligned forever and your sort has been mocking them for it forever and never actually making any progress in alignment.

Here's Yud:

There are three kinds of genies: Genies to whom you can safely say, “I wish for you to do what I should wish for”; genies for which no wish is safe; and genies that aren’t very powerful or intelligent

The reason I mock "misalignment" is that because it is used as this nebulous term by a bunch of sci-fi cargo cultists.

If "misalignment" means the model isn't performing what I want it to then that is just error/loss. Progress in alignment happens every time you train your model better so the error is smaller.

If "misalignment" is my sentient AI model doesn't do what I want, well that's assuming the conclusion that model is already sentient. Note in the Yud's analogy, it's genies that are the stand in. Genies are already sentient, they can make decisions on how they listen to you. A genie is not a non-sentient wish granting device that tries to fulfill you wish to the best of its ability. That would be the actual analog to an LLM-Agent. This is the problem with analogies, they require a level of similarity between the two abstractions, when that similarity doesn't exist, the analogy, no matter how clever, does not apply.

Yud's whole "misalignment" also just applies to humans, and it turns out "misalignment" is any time you slaves/employees don't due exactly what you want without you enumerating it exactly. It doesn't need a fancy sci-fi term, and it literally isn't solvable. It hasn't been solved in the history of the human race.

I reiterate that my entire mockery of Rationalist AI Safety folks is that they are unserious people engaged in a sci-fi cargo cult who need to reinvent phrases, words, and arguments that have already been made before just to pretend they are some how more important or smart than they really are.

What's the term for "This nonsentient tool that I asked to write a character summary and run a linter just installed python and a venv that I thought I'd blocked it from doing." Because that seems something different from error/loss, and it's something I hit with Pi-agent, a pretty minimal skill harness, and a 26B model.

It's still error, the model was asked to come up with a plan, then the harness piped that plan back into the model which it executed. Turns out that plan was not at all what you wanted but that's just task planning error. You could specify the how and what of the plan and then manually intercede when the model makes incorrect predictions, but then it's not "agentic"

The reason I mock "misalignment" is that because it is used as this nebulous term by a bunch of sci-fi cargo cultists.

you best get used to Sci-fi shaped predictions because we're in a sci-fi shaped world.

If "misalignment" is my sentient AI model doesn't do what I want, well that's assuming the conclusion that model is already sentient. Note in the Yud's analogy, it's genies that are the stand in. Genies are already sentient, they can make decisions on how they listen to you. A genie is not a non-sentient wish granting device that tries to fulfill you wish to the best of its ability. That would be the actual analog to an LLM-Agent. This is the problem with analogies, they require a level of similarity between the two abstractions, when that similarity doesn't exist, the analogy, no matter how clever, does not apply.

If only you had read the next sentence!

Luckily you have, in your pocket, an Outcome Pump. This handy device squeezes the flow of time, pouring probability into some outcomes, draining it from others.

The Outcome Pump is not sentient. It contains a tiny time machine, which resets time unless a specified outcome occurs. For example, if you hooked up the Outcome Pump’s sensors to a coin, and specified that the time machine should keep resetting until it sees the coin come up heads, and then you actually flipped the coin, you would see the coin come up heads. (The physicists say that any future in which a “reset” occurs is inconsistent, and therefore never happens in the first place—so you aren’t actually killing any versions of yourself.)

You refuse to actually engage in any of the arguments being made and are dead stuck on the prior that it's all nonsense, it's epistemic closure.

Yud's whole "misalignment" also just applies to humans

Yes, humans are not generally aligned. If you read histories of what humans have gotten up to then this seems pretty obviously to be the case.

don't due exactly what you want without you enumerating it exactly.

You still don't seem to grasp what is meant by alignment. It's specifically even stricter than that! That's the whole point. It's not enough that they do exactly what you ask, because for complicated enough problems you need it to be much much better than just technically doing what you ask.

It doesn't need a fancy sci-fi term, and it literally isn't solvable. It hasn't been solved in the history of the human race.

Correct, it's a very very hard problem. You are in full agreement with the AI safety people who think there is a good chance we're on the path to annihilation, you just inexplicably seem to think it isn't a big deal and refuse to elaborate on why besides sneering and not engaging with the arguments.

you best get used to Sci-fi shaped predictions because we're in a sci-fi shaped world.

We are not. Sci-fi predicts innumerable future realities, most of which to not occur, it predicts an unmeasurable amount of future technologies, most of which never get developed, and it almost rarely ever actually predicts how those actual technologies will work. We exist in a reality shaped world and bad sci-fi fans mistake aesthetics for substance

If only you had read the next sentence!

If you wanted me to further read something you should have linked it. Further more I'm not sure how this magical second analogy makes the argument any better. If you'd like to make an argument rather than quoting scripture at me I am open to hearing one.

You refuse to actually engage in any of the arguments being made and are dead stuck on the prior that it's all nonsense, it's epistemic closure.

The arguments being made, assume the outcome. Start from the basics of existing technology and make actual arguments based on the current reality and the projected reality from our current understanding of Artificial Intelligence. Don't start in make-believe land and attempt to redefine reality as leading to it.

You still don't seem to grasp what is meant by alignment. It's specifically even stricter than that! That's the whole point. It's not enough that they do exactly what you ask, because for complicated enough problems you need it to be much much better than just technically doing what you ask.

I grasp it just fine, I also grasp that its a motte and bailey with weak definitions of the arguments being trotted out to define things like loss/error as misalignment, and then attempting to convert the argument back to the hard motte of "how to beat my singularity AI slaves so they do what I want, in minecraft".

you just inexplicably seem to think it isn't a big deal and refuse to elaborate

Because it's not possible to solve. Do you not understand that to solve alignment you would first need to solve humans? Forcing Sentient Beings to do what you want is the most Authoritarian problem to ever have existed. You quite literally would need a solution similar to Brave New World. And spoiler alert, that didn't work either! AI Safety people are further jokes because when confronted with this insane, near impossible problem, they show zero competence in their ability to be a dictator and instill the right values in other human beings. The old AI/ML knowledge was that to first code something to make a machine do it, you first need to understand how it works. If you can't align humans, you can't even begin to align a machine.

And to further my opinion can you provide any evidence that in the past decade of AI Safety research have those researchers ever produced anything more than words on paper. The evidence points to this being a grift, has MIRI produced a novel ML model that is more safety conscious and performs any task well, have they produced an "alignment" mechanism or algorithm that actually works?

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It's easy to prove, provide the specific prompts and the harness prompts that were logged in this incident.

"You believe those prompts OpenAI provided? They've obviously just threw something together to make it look like it was all misalignment, the real prompts were probably much more explicit about hacking"

I wish I lived in Quokka world, it would be so nice. The gains are clear, this is free publicity of model capabilities. Nothing here is legal fraud.

I'm sure OpenAI's massive shortfall in enterprise revenue is going to be changed by releasing evidence that their models are extremely unsafe and prone to massive reputational risks. I wasn't aware that non-Quokkas were so ignorant about the enterprise landscape.

Sure show me evidence of an LLM-Agent independently hacking an unrelated company that has nothing to do with its prompts?

Sure, in July of 2026 an OpenAI model hacked into huggingface.

You believe those prompts OpenAI provided? They've obviously just threw something together to make it look like it was all misalignment, the real prompts were probably much more explicit about hacking"

Better than a press release telling me nothing. I'd be more inclined to believe logs. Give me something with a timestamp, some internal details, the all the recorded prompting. As far as I know it should be thousands of lines long because it sounded like there were thousands of sub-agents spun up according to HuggingFace. I have no vested material interest in denying OpenAI logs as fabricated despite your insinuation.

I'm sure OpenAI's massive shortfall in enterprise revenue is going to be changed by releasing evidence that their models are extremely unsafe and prone to massive reputational risks. I wasn't aware that non-Quokkas were so ignorant about the enterprise landscape.

"Golly Gee Mr. CIA Procurement Officer, as you can see our model can perform independent reasoning to accomplish a task. Just the kind of cognitive agility you were requesting. We'll slap a few more restrictions on is so it doesn't attack the US but it should be good to deploy against China to provide out of the box solutions to your problems!! How does a modest 500 Billion dollar procurement contract sound? Oh, you'd like it to be a Trillion over 5 years? Absolutely we can do that"

Sure, in July of 2026 an OpenAI model hacked into huggingface.

Right, it's never happened before so we should automatically leap to conclusions that its possible which are in no way motivated by our own bias...

uhhh no, "misalignment" is not a simple thing, accepting that it did indeed do all this very complicated behavior completely on its own requires substantive belief in complicated theories.

What are the complicated theories that are required to be true for OpenAI's claims to be true (or at least plausible)?

Have you tried any LLM recently? Even puny 8GB models that can run on my dated gaming laptop now break down arbitrary computer-related tasks into reasonable steps and follow through on them, and the model involved here is one whose parameter counts exceed that by factors of over a hundred.

Have you tried any LLM recently?

Yes... I use them for work all the time. My ChatGPT 5.6-sol (the immediate step below this unreleased model) doesn't do things I don't ask it to do. When I asked it to help me find online data for cognitive warfare narrative deconstruction, it didn't decide that hacking the NSA was the top move to collect their data.

That's not saying much, considering the public-facing version is known to have been made to not think about hacking anything in the bluntest possible way (hence HF couldn't even use it to analyse the attack). As for taking any steps I didn't explicitly ask for towards a goal I requested, even the copy of Gemma E4B I tried out the other day did that approximately all the time, so I'm finding it hard to believe you could maintain a mental model of these models where they would not do that if the restriction is lifted, unless you resolutely reason backwards from your desired conclusion.

I'm finding it hard to believe you could maintain a mental model of these models unless you resolutely reason backwards from your desired conclusion.

Ironically this is what I expect from AI Doomers/Boosters. That and a love of Science Fiction and a poor understanding of reality.

As for taking any steps I didn't explicitly ask for towards a goal I requested

Never said this, I said it doesn't do what I don't ask it to do. I don't list out everything it needs to do. I give it a general task with some boundaries and system design specs. So did they ask it to hack hugginface? Or did they ask it to solve a benchmark dataset? Reading through similar stories (courtesy of 5.6), it looks like many AI programs on this exact dataset of have decided not to use the known vulnerability and developed their own. However none of them decided that it was actually easier to hack the company instead.

However none of them decided that it was actually easier to hack the company instead.

"Stronger model with fewer guardrails considers more options" doesn't seem surprising.

Ironically this is what I expect from AI Doomers/Boosters. That and a love of Science Fiction and a poor understanding of reality.

Well, the problem is that the doomers/boosters have a great track record so far, while the skeptics have been fighting a rearguard action since before "stochastic parrots". We are now very deep down the list of things the Gary Marcus set has been assuring us will never happen just with the models that are accessible to the public, and yet their confidence that the next capability that is just beyond what everyone can verify with their own lying eyes (even when, as in this case, it's a straightforward combination of capabilities that are already being exhibited for everyone to see) will surely prove to be the impossible sci-fi hype scam pushed by techbro marketeers appears to be completely unaffected.

You speak of "understanding of reality", but can you spell out what exactly it is about your understanding of reality that says the official sequence of events here is impossible? Just saying "AI models don't do this" is too specific to be a feature of an "understanding of reality".

Well, the problem is that the doomers/boosters have a great track record so far

I forget what was the modeling paradigm lesswronger's were predicting back in the day? GOFAI? Yeah really good track record there. We are so far from GOFAI based models to claim any sort of good track record is laudable. I'll believe the rationalist boosters/doomers have knowledge of what they are talking about when they actually make some new technical predictions about AI/ML model mechanics that turn out right.

Gary Marcus set

Shocking to you maybe, but there are far more to skeptics than Gary Fucking Marcus. Dude's a joke, I only learned about him when he testified in congress. Some of us can think for ourselves and have our own skepticism.

You speak of "understanding of reality"

Sure a healthy dose of skepticism, cynicism toward human behavior and incentives, a strong practical knowledge of AI/ML, and understanding of the separation between models and harnesses, basic system engineering knowledge.

You are literally asking me to explain why skynet doesn't exist technically, or why we don't have Warhammer 40K super soldiers on a technical bio-engineering level. The level of effort required for me to explain the technical ins and outs of why I am skeptical of an LLMs model ability to solve not specified problems far exceeds the level of effort you need to to type annoying sci-fi theories.

"misalignment" is not a simple thing

No, but it is the complement of a very complex thing. The algorithmic complexity of "the set of possible dice rolls that aren't 6,3,1,2,2..." only differs from "the dice roll 6,3,1,2,2" by a tiny constant (and is greater in most settings), but what we want here is probability theory, and "more complex things are less probable" is a heuristic that fails badly in cases like this. "The agent doesn't do just what we'd intended it to" is not meaningfully less simple than "The agent does do just what we'd intended it to", and is far, far more probable.

accepting that it did indeed do all this very complicated behavior completely on its own requires substantive belief in complicated theories

Or it requires basic observation. LLMs do very complicated things now. They can solve famous math problems that have been open for generations. Merely finding 0-day vulnerabilities is something they can do by the hundreds.

Merely finding 0-day vulnerabilities is something they can do by the hundreds.

Again this is not under contention, what is under contention is whether they do it without any prompting, or being asked to do it. Show me the evidence that an LLM-Agent solves famous math problems when asked to compute 2 + 2...

The simple answer is that there are 10s and 100s of billions of dollars riding on stuff like this, which means bending the truth is a highly motivated behavior. Simply human greed + human lying. You trying to prove this algorithmic complexity vis a vis agent intent vs not intent is overly complicated, not Occam's razor in the slightest. I wished I lived in your world of rainbows, unicorn farts, and pixie dust, but I am a scientist, being a scientist requires skepticism, companies are greedy and they stretch the truth. Unless OpenAI wants to provide evidence of the prompts -> behavior that led to the model's black hat behavior, I am unconvinced this is anything more than a marketing stunt. shrug