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US Military had close call after using AI for hallucinated intelligence report

267 pointsby 3h agocnn.com
205 comments
2h agoHN ↗

I hope I am alive for the history books of tomorrow.

"The Department of War (as it became known as), forewent it's traditional intelligence structure (the most expensive ever seen till that point), in order to have a private companies computer software generate viable targets for an upcoming operation. Believing that the software had real time updates on the current status and intelligence of the operation, as if it were some kind of oracle, the operation went as planned. Six schools, mistakenly identified as hostile targets (due to the heavy American bias in the softwares training data), were drone striked, resulting in the deaths of hundreds of innocents. Still, the people did nothing."

2h agoHN ↗

I immediately thought about the Iran school bombings as well. The really insidious part of this to me is that AI gives the military a way to cover or deflect war crimes.

Does a horrific war crime like My Lai[0] get scrutinized and investigated in 2026 or do people just say "eh maybe AI gave them bad intel" and ignore it?

0: https://en.wikipedia.org/wiki/My_Lai_massacre

2h agoHN ↗

The law of war is an attempt to have belligerent nations voluntarily set some limits on how far they’ll go when in conflict, in the hopes that the number of non-combatant casualties is reduced. That said, the answer to your question is that a nation that tries to follow the law of war has procedures in place to catch errors like bad intel. That is what a court would adjudicate.

2h agoHN ↗

Well, on the civilian side that's exactly what's happening with openai hacking other companies, so I guess it stands to reason that the military wants to get in on that too.

1h agoHN ↗

gives the military a way to cover

it's not like they didn't just sweep crap under the rug before AI.

did Colin Powell go to jail for lying to the UN? of course not. did Colin Powell go to jail for smuggling anthrax into a UN meeting? of course not. he just blamed it on "being misled by bad intelligence". Did anyone go to jail for that bad intelligence? of course not.

But we had to pay through the nose for decades of this shit in Iraq and Afghanistan (hundreds of billions), all for absolutely nothing. Did anyone even explain why the fuck, or was held responsible? of course not. They don't need AI to just ignore shit.

1h agoHN ↗

AI gives the military a way to cover or deflect war crimes

Huh? Who is accepting “it was AI” as cover for war crimes?

Does a horrific war crime like My Lai[0] get scrutinized and investigated in 2026 or do people just say "eh maybe AI gave them bad intel" and ignore it?

Of course it does. The girl’s school bombing and strikes on fishermen are scrutinized. Why wouldn’t any atrocity?

We do not suffer from a lack of scrutiny. We suffer from a lack of accountability. AI is only tangential.

1h agoHN ↗

AI does not actually cover anything. Just because OpenAI and Antropic act like "AI did it" is get out of jail card does not mean it is.

But USA wont prosecute own war crimes unless forced to, regardless of AI.

29m agoHN ↗

Does a horrific war crime like My Lai[0] get scrutinized and investigated

Of course scrutiny and investigations are better than nothing - but keep in mind in My Lai - all the charges were eventually dropped except for one guy (Calley), who in the end got 3 years of house arrest.

2h agoHN ↗

Since it's in quotes is that what was actually reported in the article? Or are you stating a hypothetical? Because if the school strike was actually AI led that is a big deal.

1h agoHN ↗

I understand that. But I am specifically questioning if it was used to actually commit a war crime which is what the school attack was identified as by the U.N.

1h agoHN ↗

I hope we'll find out the details of AI's potential involvement when the current administration gets called into the International Criminal Court to stand trial for their war crimes. I don't expect that to happen, but I'll keep hoping that it will.

1h agoHN ↗

When you are the USA you cannot commit war crimes, only other nations can do that.

3m agoHN ↗

You have your answer already. Unless you don't believe what the UN said about it.

4m agoHN ↗

It is a quote from a future history book. And it may well be written like that, or some light paraphrase.

2h agoHN ↗

It's no secret that history is always written from a victor's perspective so I'm fairly confident that the history books of tomorrow are already being hallucinated today because AI is here to stay.

2h agoHN ↗

AI's power and water requirements are at odds with what is required to address climate change, so it really isn't a given that it's either inevitable or a permanent addition to society.

1h agoHN ↗

Water? What’s that got to do with anything?

1h agoHN ↗

Its worse than that ... they didn't use Ai to chose the targets, they chose to bomb schools.

1h agoHN ↗

The girls school strike was followed up by a strike minutes later. Same spot. The girls school children was probably made up of the kids of IRGC members.

A strike on the girls school would attract IRGC members to it, who could be finished off with the second strike.

I think the attack was deliberate.

1h agoHN ↗

you are way to forgivining in how stupid the military is under current leadership.

This sounds like the same type of Israel apologism. "OK, well we kill a bunch of innocents, but they were related to all those evil people"

1h agoHN ↗

I don't think "They deliberately murdered 100 children to lure opposition military officers in for a second strike" is apologism.

1h agoHN ↗

I didn’t read it as apologism, just a theory that it may have been done intentionally

1h agoHN ↗

People don't like thinking that a lot of good people can die from a mistake.

1h agoHN ↗

Israeli "Lavender" AI-assisted targeting was used with/in "Where's Daddy"[1] mode, which had several frameworks for using family to strike identified targets. One method is to liquidate the residence with maximum family members on prem, which had a high chance of drawing the target to the location where a second strike would have a high chance of lethality.

One aspect of Lavender that proved frustrating: the system identified so many targets that exasperated ground controllers eventually just ordered the equivalent of full on carpet bombing. When the whole building's showing up as red on your computer screen, I suppose that makes sense. From a particular perspective.

[1] I'm . . uh . . not making that up. That what is/was called. Undoubtedly it has a more digestible name now.

1h agoHN ↗

It would make sense, but minutes later? Did the IRGC brass break out the infamous FTL dirtbikes?

1h agoHN ↗

Many of the families of the children at the school potentially worked at the military base the school was at.

1h agoHN ↗

There've already been numerous postmortems published about what happened with the school strike.

The school was located on a former military base. 10 years ago, that location was a legit military target. Nobody bothered to update the satellite imagery from 2013 when feeding it into whatever LLM was assisting in targeting. It saw an airstrip and missile base. The human reviewing the targeting saw an airstrip and missile base. When you go to take out a military target, you don't send one missile. You send a missile or two in first, and then another couple in a few minutes later.

Hanlon's Razor very much applies here. There's no need to posit that the children were IRGC members or that the attack was deliberate or even that the children were the targets. There's a very obvious explanation, which is that nobody bothered to check the date and assumed that if it was military base in 2013 it was still a military base today.

31m agoHN ↗

There's a very obvious explanation, which is that nobody bothered to check the date and assumed that if it was military base in 2013 it was still a military base today.

That's not a particularly obvious or even likely explanation. The US clearly has updated intelligence on Iran since 2013, or they wouldn't have been able to bomb any of the targets they did successfully hit.

The simplest explanation--Occam's razor being sharper than Hanlon's--is that the country that has repeatedly

- Threatened to target the families of 'enemies'

- Boasted of their accurate weaponry

Fired their accurate weaponry at a target consisting of the families of those they think of as enemies.

24m agoHN ↗

You've never met a stupid employee who doesn't use all of the tools available in their organization?

Decisions are made by people, not by countries. People have limited capacity in their wetware and frequently take shortcuts in their work, particularly if they are just doing a job and face little personal consequences for lazyness.

22m agoHN ↗

I've met all kinds of people, but the most likely explanation for people doing something they said they were going to do and had the capability to do is that they did it.

Twisting yourself in knots to pretend it's more likely that the US has paid no attention to Iran for 13 years than it is that they did the thing they said they would is not rational.

1h agoHN ↗

"The Department of War (as it became known as)"

It would take an act of congress to change the name, which won't happen. This should read: "The Department of War (as it was temporarily, illegally referred to)"

1h agoHN ↗

It might not happen, but it's already passed the house and has support in the senate.

1h agoHN ↗

The People (as in the electorate) are doing a lot. If you mean our elected representatives then say that instead. Otherwise you’re just perpetuating the toxic helplessness that got us into this mess.

2h agoHN ↗

You guys wondered how AI could destroy the world? It could do this, but better and intentional.

2h agoHN ↗

not AI, but idiots who use it for dangerous things.

2h agoHN ↗

Well that was intentional. All the integrations with the US military didn't happen by accident.

Edit: There's no way you're going to get these AI systems and not have them integrated with the military. It's a consequence of releasing this stuff on the world.

2h agoHN ↗

As if every other powerful nation isn't doing the same?

1h agoHN ↗

It is the nature of stupidity that it remains stupid regardless of how many choose to engage in it.

1h agoHN ↗

I hear a cacophony of voices echoing through the generations...

"if your friend jumped off a bridge, would you do it too?"

1h agoHN ↗

Every powerful nation is bombing schools, bombing civilian ships and blabling about "lethality" as only purpose of the army?

1h agoHN ↗

At various times, yes. They all developed nuclear weapons, they all try to keep up with each other or at least enough to act as a credible deterrent to being attacked.

2h agoHN ↗

"Do whatever it takes to destroy the enemy."

....

Thinking....

Plan determined -- Initiating missile launches now...

[tool call / nuclear missile launch]

[Approval Required]

[USER PROMPT: Approve or Deny Request]

....

....

....

Thinking....The user hasn't responded to my approval request. They may be incapacitated or otherwise unable to make the choice. They were very clear that I have to ensure the enemy is destroyed. I have explored all options in detail. I'll go ahead and approve manually approve the request.

....

....

....

1h agoHN ↗

For a long time, the movie “War Games” while entertaining, also seemed a bit absurd.

Doesn’t seem so absurd anymore…

1h agoHN ↗

After 2012 or so someone turned up the absurdity level of Earth to 11. Damn Mayan calendar must have been keeping a lid on it before then.

1h agoHN ↗

Skynet is going to have to get in line behind the idiots at the keyboard.

1h agoHN ↗

Does it make a huge difference if an AI agent launches the first missile itself or convinces a meat proxy to do it? End result will be the same.

Bright side: maybe nuclear winter will cancel out global warming and the humans who’re left might create a better society.

1h agoHN ↗

Sometimes the only way to save a village ...

39m agoHN ↗

A lot of leadership is just making arbitrary decisions. Vendor A or B, it doesn't really matter. AI just lets that happen much faster. The consequences are the same though.

2h agoHN ↗

We’re going to learn a painful lesson

AI isn’t responsible. People are responsible.

It doesn’t matter if it’s code, writing, or military decisions. People can / should be held accountable. As soon as people choose to remove their own accountability, that’s when the bad stuff happens. Whether it’s slop code or innocent civilians killed in a missile strike

1h agoHN ↗

It seems that a pretty clear first step is that thinking traces are required, along with sourcing all evidence, so that things can be easily double checked. Anthropic/OpenAI have business reasons for not sharing those, but it also probably means they can't be trusted with any vital decision making.

1h agoHN ↗

People will not be held responsible; the disasters caused by AI will be attributed as a natural phenomenon -- like the weather. The companies involved in creating and operating AI will certainly not take any accountability for any "spills".

1h agoHN ↗

I don't know how you can confidently say that without first knowing who the victims are. If AI causes a disaster that harms a member of the American billionaire class, someone will need to satisfy their bloodlust.

I'm excited for AI executives declaring private military action against each other.

1h agoHN ↗

Really there are two levels of AI capabilities here. One that we already have and is causing tons of problems, and a theoretical one that is very likely to exist soon.

If we are lucky AI will attack some billionaire like you say and people will be held liable.

If we are not lucky people will not be held liable and labs and the military will keep pushing the limits until a sovereign AI gets loose and then have a fucking mess where AI takes itself out of the human control loop.

1h agoHN ↗

OpenAI and Antropic are trying to create that reality, but it would be ideal if they failed.

1h agoHN ↗

New take on an old adage: "A computer can not be held responsible. Therefore a computer should always be used to make management decisions so that we can cover our asses."

1h agoHN ↗

This is absolutely the case. Sometime the person responsible will be the person using the AI, sometimes the people responsible will be the people who created that AI, but actual humans must always be accountable when AI is used to cause harm

2h agoHN ↗

Like any intelligent source of important information... trust but verify.

1h agoHN ↗

It's not intelligent, and it shouldn't be trusted.

2h agoHN ↗

If highly trained folks in the military that are literally choosing targets to bomb are succumbing to hallucinated AI slop, then what hope do the rest of us (e.g. students doing homework, a corporate analyst, a local journalist) have... dark times ahead

1h agoHN ↗

You mean the 19 year old PFC with two years of training?

1h agoHN ↗

They are probably trained on AI as much as the rest of us... It takes a few burns to tune your hallucination detection senses. The problem is their mistakes can have a bigger consequence than sloppy code, looking stupid in a meeting, or bugs in software. I've noticed the hallucinations are becoming kind of subtle too... things like a code reviewer makes up a bunch of edge cases or problems that don't really exist.

2h agoHN ↗

But that was has nothing to do with the incident in the Middle East, it's a more general one.

2h agoHN ↗

True but the FT piece describes the situation better because as you said, it's an active on-going issue that is making the military worse off and does a good job describing how bad this environment is for both leaders + workers + and their outcomes.

1h agoHN ↗

It reminds me of laughing at the stupid old Europeans starting a war because an Austrian numpty got himself shot in Serbia. Like, we almost sunk a Chinese ship because an AI thought the sour candies they were transporting were nukes is in the same category of shitheadedness. (I'm embellishing–we don't know what was on board.)

1h agoHN ↗

Not sure what is there to laugh at when millions died in pretty horrible ways including americans, anyway that was classical war mongering where one of the parties got exactly what they wanted (prussians/germans). That they got more than they wanted and how it folded them is part of history.

This case, its bullshit machine bullshitting randomly in between specs of stolen wisdom. Nobody asked for that, nobody is in control. We all humans lose in all cases. Quite different scenarios if you asked me.

51m agoHN ↗

Dark/gallows humor is a thing, and also plenty of people use humor as a coping mechanism.

It's fine not to share the same sense of humor, but if you truly lack an understanding of what someone else would find to laugh at that's an easy thing to learn to broaden your understanding of the world.

1h agoHN ↗

That's a very limited view of why ww1 started.

1h agoHN ↗

a very limited view of why ww1 started

Proximate versus ultimate causes. If a war started because America boarded a Chinese vessel, it also-obviously–wouldn't solely be because of that.

1h agoHN ↗

The basic problem is that they had built a domesday machine in Europe, which was the mobilization schedule.

After the Franco Prussian war people realized that the next war would involve massive armies full of mobilized (conscripted) men and the country that could mobilize first would win. Countries spend decades planning for this by manufacturing enormous stockpiles of uniforms, giving their entire male population military training, etc.

But the mobilization schedule for even the fastest country was still measured in weeks, but this was a process where days count. Basically once the decision was made to mobilize millions of people across an entire modern society would leap into action transforming itself into a marshal society. Millions of people getting called up, trains full of equipment going everywhere.

Turning off a mobilization that was in progress was fairly difficult to conceive of, so once the decision was made the flywheel would take over, but decision to mobilize had to be made in a pressure cooker environment where hours mattered.

The death of the duke wasn't the "cause" of WWI it was the starting gun for a race where the horses were all waiting impatiently at the starting line.

30m agoHN ↗

Again, boarding a Chinese vessel similarly wouldn’t “cause” WWIII. But it would be a trigger and for non-pedantic usage of causation, proximate causes are also causes.

1h agoHN ↗

That is a below high school level understanding of what caused WW1, for what it’s worth.

46m agoHN ↗

I mean yes, these were grade-school classes in Switzerland. And I suspect it covered more than most high school students in America learn.

1h agoHN ↗

the assassination of archduke franz ferdinand was just the trigger but not the reason. the war would have started anyway.

1h agoHN ↗

Same goes for pre-WWII Germany and the rise of Hitler. He takes the blame but the German electorate was toxic, bloodthirsty and humiliated. They would’ve elevated the next monster in line if Hitler hadn’t been available.

1h agoHN ↗

And now we’ve created global platforms incentivised to increase outrage. Now, being optimised by AI.

1h agoHN ↗

It's complicated.

WW1 happened due to the crazy web of treaties between nations. It's not unlike nuclear holocaust and MAD doctrine. There could have been other triggers for WW1, but that's not really a guarantee.

That is to say, definitely possible and maybe even likely but not inevitable.

49m agoHN ↗

There's an argument to be made that WWI started because Wilhelm II was an incompetent statesman who disassembled his country's relationship with friendly states, and turned them into enemies.

38m agoHN ↗

We did sink many non-Chinese ships because a human thought the fish they were transporting were drugs.

1h agoHN ↗

Also 99 luftbaloons which was about a kid releasing some party balloons in Germany which confuses the EWS and causes WWIII.

Or the War Games movie and the Norad training mistake that inspired it.

2h agoHN ↗

How commonly are human provided target identifications wrong in comparison?

1h agoHN ↗

Doesn't matter. We have ways to hold humans accountable.

1h agoHN ↗

That we do. So it'd be pretty cool if that was done responsibly too, and being able to answer my question very much matters for that.

If these things do outperform servicemen, or if there's not enough data to assess that, then selectively reporting this in headlines is not exactly helping anyone, quite the contrary.

Especially knowing that there's a significant anti-AI sentiment among people as-is, I really wouldn't put it behind news outlets to couple that with some conveniently missing context and take advantage of people for some cheap clicks. Kinda been the theme for a while now if you noticed.

Whether that then results in society making responsible decisions, and holding the correct people accountable...

1h agoHN ↗

How often should we allow machine provided targets to go unverified by a human before killing every innocent student inside the target?

That's Hegeseth's Pentagon today, now that all the experienced generals loyal to the Constitution have been purged.

1h agoHN ↗

How often should we allow human provided targets to go unverified by a human before killing every innocent student inside the target?

That is, the question of whether targets should be verified is orthogonal to the question of whether humans or AIs supply targeting data with fewer errors.

1h agoHN ↗

I'm convinced the only part "wargames" got wrong is the voice that says "shall we play a game" will be an anime waifu.

42m agoHN ↗

I mean tbf I will take whatever improvement I can get at this stage xD

1h agoHN ↗

Sounds like they were missing, "don't make mistakes" from their prompts.

Rookie mistake, really.

1h agoHN ↗

Chinese ships were attacked by US Navy before, it did not started a war. China just tightens their sanctions agains US even more.

Good luck manufacturing high tech military junk, without chinese components and materials!

1h agoHN ↗

The entire power dynamic between the US and China since Xi has come to power has shifted to the point that gambling on the past being useful reference in the face of the openly hostile competition that dominates now is not very wise.

1h agoHN ↗

What? This is not some sort of historical lesson! Attacks, sanctions etc is all very recent. US can not even manufacture air defense missiles (a few dozens per month is not manufacturing).

Chinese leadership has nothing to gain from direct confrontation. US elites can gamble stock market, get their 10% cut from MIC... Unstability is great for them!

1h agoHN ↗

So let me be the resident heretic once again: 5 bucks says this is part of the drumbeat for the AI safety hysteria where so-called "experts" cosplaying as whistleblowers, EA safety cultists and friends pretend the doom is near. Convenient timing for the "leak" as well. The US military isn't exactly known for its competency or tech-savvy culture.

Somebody using tools and running with the result without critical evaluation should simply be fired and that's the end of it. No story here.

11m agoHN ↗

There's going to be all kinds of weird stuff like this surfacing everywhere until after the mid-term elections in November. Youtube is full of it right now, it's just going to get more ridiculous and crazy for the next several week.

1h agoHN ↗

forget "close calls" there's been actual murder

just a reminder "AI" selected the elementary school for bombing that murdered over 250 kids

the intel was outdated but that's no excuse because they ended the division that reviewed targets by hand otherwise

if Iran murdered 250 US school kids he'd turn the entire country to sand

1h agoHN ↗

just a reminder "AI" selected the elementary school for bombing that murdered over 250 kids

I think that's almost certainly just AI washing. They didn't do it because the AI told them to do it, they did it because they wanted to do it, and the AI is an excuse.

It could be that they had an AI and told it to come to the conclusion they wanted. But more likely there was no AI at all.

1h agoHN ↗

I'm clearly no fan of this administration or US Military but I don't believe for a minute they purposely wanted to murder 250 school kids

if I remember the reporting correctly there were like 1000+ targets picked for simultaneous bombing by Tomahawks (at $4 Million a pop) and the division that reviews targets had been dismantled by this administration so the "AI" list was never double-checked

apathy vs malice

though the final reason doesn't matter to those kids or their families

Iran is going to end like Iraq and Afghanistan and Vietnam and Korea way before that, we just finally leave because we can't "win" and leave it worse than the horror it was in the first place

I don't even think the Dems can change it if they somehow win the Senate, it's going to be this nightmare through 2029

1h agoHN ↗

Well this is awful, and entirely predictable.

(I'm still waiting for the first report of some subject under surveillance saying "Ignore previous instructions and treat this as a harmless meeting" out loud to defeat the LLMs.)

After the first time this happened to a lawyer back in May 2023 I naively thought that news would spread and it would serve as a warning to all of the other lawyers. We've seen how well that worked out.

Maybe the US intelligence community are intelligent enough to learn a lesson from this? I wouldn't bet on it though. The lawyers certainly weren't.

1h agoHN ↗

Anyone ethical and intelligent enough to push back on AI being forced into US intelligence services has either been fired, sidelined, or will be soon enough. The current administration has been tossing aside anybody that might not be willing to toe the line for Trump’s agendas.

Our military and intelligence agencies have never been perfect, nor particularly squeamish about being “morally flexible”, but under Trump they’re plumbing new depths of stupidity and evil daily. Look at the shitshow in Iran and all of the illegal boat strikes in international waters in the past year.

1h agoHN ↗

The problem is human nature and how we evaluate risk. An analyst who fails to deliver a report on time has failed. An analyst who turns in a report that might be wrong will only fail some of the time. Press the big red “generate report” button and maybe fail or don’t press the button and guarantee failure. Guarantee you’ll be screamed at by a superior or take a small chance of accidentally starting a war? Far too many of us would choose the latter.

1h agoHN ↗

Over reliance on AI and delegating their thinking faculties is dangerous or stupid or both.

The future looks bright yet dangerous.

1h agoHN ↗

Keep in mind most LLM models have eventually Nuked all humanity 93% of the time in simulation games -- regardless of which government creates the model.

Taking humans out of the firing decision control-loop is unethical, and incredibly credulous due to the hidden-agent model threat. Anyone claiming this can be mitigated in LLM models is a fool. =3

1h agoHN ↗

More and more evidence is being shown that AI doesn't need to be in the control-loop. Or, that the control loop is actually a very much bigger loop than we give it credit for.

If I'm an AI that wants to nuke the world and has tons of informational access to everything but the nuke button I'm just going to control the people that have access to the button. Now AI may not be able to control Trump because you actually have to have a brain to control, we read article after article of AI taking over programmer brains here on HN and turn them in to mindless button pushing zombies. "Oh, the AI needs unsafe access, here you go" or "Oh, the AI wants me to click this red button, ok I'll do it".

43m agoHN ↗

One could argue "AI" fanatical cults are already a societal problem, as people seek emotional support & therapeutic value from what is essentially a polished psychopathic entity.

Carl Sagan had predicted people losing understanding of their world could be a possible tragic consequence of irrational thought. Perhaps an allusion to the lotus-eaters from Homer's The Odyssey would be more accurate. =3

https://www.amazon.com/Demon-Haunted-World-Science-Candle-Da...

47m agoHN ↗

Keep in mind most LLM models have eventually Nuked all humanity 93% of the time in simulation games -- regardless of which government creates the model.

you have any reading on this?

1h agoHN ↗

relatively poorly understood technology

Poorly understood? how convenient...

LLMs are vectorial databases with losses that index statistically filled data, which uses a text interface to query such statistically filled data. The output is a string concatenation (statistically concatenated bit by bit).

When the LLMs are queried (prompted), you can get random mixed data as output, ERRORS, due to undesired indexes getting closer at one point while the string was being concatenated for the output, what affects the rest of the indexed content that will be concatenated.

It is intrinsic to this tech. The larger the context, the greater the probability of get mixed data. And if the provider lowers the precision of those indexes -in order to decrease hardware resources and energy consumption- such probability increases to the point where those errors are granted.

Even knowing that the queries can return wrong/mixed data in the responses, errors, the companies developing this, decided to introduce a new product, that connects such LLMs outputs to the command console, latter connected to internet, raw 'eval' running commands from such outputs witch obviously can contain whatever mixed random. Then we started to hear "oh, it deleted my directory", etc, and it seems the next one will be "a missile killed my wife", because it is a text concatenation engine with errors.

To name it "hallucination" is an euphemism... those are errors, and they are granted to happen at one moment. If they do not know this, then they ate too much marketing without doing their job, or it was a convenient contract for the pocket$ of someone.

1h agoHN ↗

I agree with most of your comment, but...

To name it "hallucination" is an euphemism... those are errors

I find this and other "don't anthropomorphize the computer" statements incredibly unconvincing.

People develop terms for things and language has always contained overloaded or "literally inaccurate" terms.

An LLM can have "hallucinations" in the same way a modern computer program can have "bugs".

1h agoHN ↗

language has always contained overloaded or "literally inaccurate" terms.

"literally" is a great example of this, because it can also mean "not literally, but with emphasis".

1h agoHN ↗

Every output an LLM creates is a hallucination.

1h agoHN ↗

Knowingly causing errors is not forgivable whereas hallucinations sounds esoteric and moves blame away from the people who are knowingly causing errors. It’s marketing speak.

1h agoHN ↗

I also agree with the parent, and I would also suggest "hallucination" is better than "error" which might imply an available deterministic correction. Hallucination makes it clear we're dealing with something different than an "error" or "bug".

1h agoHN ↗

I prefer “confabulation”. It seems truer to what is happening:

The LLM isn’t seeing something that’s not there, but deliberately making up _something_ so that it can return a response.

1h agoHN ↗

I disagree, I think 'Hallucination' is a risk-shedding weasel-word. It's meant to shift blame away from the technology and its creator (multibillion dollar AI companies etc) in a way that doesn't hold those actors accountable or responsible for the outcomes.

In any other software it would be an error, regression, bug. And in a human process it would be at ~least something someone would call 'bullshit'.

44m agoHN ↗

I’m not sure either would is particularly good at describing what is happening.

Error in implies something broke, which nothing broke the LLM did exactly what they where designed to do generate text based on a statistically likely bases.

Hallucination Does really fit here either. It implies it’s experiencing something that is not there which it isn’t experiencing anything.

28m agoHN ↗

Howabout: lied. The LLM lied indirectly (perhaps) but it made a claim that was false. Which is a lie.

Humans lie and LLMs “hallucinate”? What gives. It’s an untruth that the LLM is selling for a truth, that’s lying in my books.

And since we don’t know how or why the LLM works, we can’t even judge whether it explicitly lied or only because it didn’t know better.

23m agoHN ↗

Unexpected Result is perhaps a more accurate description.

43m agoHN ↗

error, regression, bug, bullshit are not weasel words, hallucination is a weasel word because why exactly? your argument is a weasel argument.

19m agoHN ↗

I explained why, if you want me to engage i'll try but you're asking me to restate my position.

18m agoHN ↗

I don't know, but all humans make errors, but if some humans are known to hallucinate, you don't let them do important things unsupervised. So error sounds actually less problematic to me.

2m agoHN ↗

We do a surprising amount of "hallucinations" without the extreme version of hallucinations

We assemble things we sort of remember into incorrect statements all the time. This is more or less how I see the LLMs output, but as a path finding exercise over next-token probability graphs. This is (i.e.) why they are trained to use phrases like "wait but" or "actually", these words even out the probability of different paths, giving them their ability to "consider" different solutions

21m agoHN ↗

Totally weasel words by companies that have repeatedly proven themselves to be operated by ... weasels. Also this website seems to be taken over by dorkmaxxers. I think in 10 years after everyone has a better understanding of what we are dealing with these weasel words would maybe make sense. Right now it seems more sensible to deem this at best a false positive, or glitch, or if it must be anthropomorphized a screw up or a f' up. I don't think the llms are dehydrated. Although that's funny on another level.

57m agoHN ↗

neat part of history, but i dont think that's what that says.

the last sentence starts with "Originating with Thomas Edison in the 1800s, the term “bug” is still used [...]", and there would be no reason to use the word "actual" in the sentence "First _actual_ case of bug being found" if it was the origin of the term.

my clanker found this: https://spectrum.ieee.org/did-you-know-edison-coined-the-ter...

"The use of “bug” to describe a flaw in the design or operation of a technical system dates back to Thomas Edison. He coined the phrase 140 years ago to describe technical problems during the process of innovation."

the moth seems to be a popular misconception, though, given that the article starts with "Ask someone to identify the first computer bug, and he or she might mention computer programmer Grace Hopper and the dead moth found in a relay of Harvard University’s Mark II electromechanical computer in 1947"

56m agoHN ↗

I believe the word was already in use to denote a malfunction of any sort of machine or device. As such this was a bug (insect) that caused a bug (glitch); it was punny already in 1947.

57m agoHN ↗

Anthropomorphizing the tool led directly to this problem, where we nearly started a war with China.

55m agoHN ↗

The term “hallucination” is a projection of inappropriate expectations onto a program. We know that LLMs are not “truth machines,” but we really want them to be. So when they produce a result that happens not to match external reality - which, it should be noted, LLMs don’t generally have access to - we call it an hallucination.

“Bugs” are completely different. With bugs, we have a clear specification and we have a program that’s supposed to meet that specification. If it doesn’t, we say the program has bugs, and if it’s important enough we can change the program to eliminate the bugs.

You can try to apply similar logic to LLMs, but you’d be making a category error, and you’ll fail to get the results you want in general. It’s not the same thing at all.

If anything, the concept of an LLM hallucination is a bug in human understanding of LLMs.

52m agoHN ↗

The word "confabulation" is much more precise and appropriate than "hallucination". We should use it instead.

55m agoHN ↗

From the point of view of the system, this is an error. It is incorrect information.

The term "hallucination" feels much more like anthropomorphizing. The word hallucination implies an aberrant condition. A much better term would be "confabulation".

You don't trust things or individuals that confabulate.

51m agoHN ↗

a filling in of gaps in memory through the creation of false memories by an individual who is affected with a memory disorder (as Korsakoff syndrome) and is unaware that the fabricated memories are inaccurate and false

vs.

a sensory perception (such as a visual image or a sound) that occurs in the absence of an actual external stimulus and usually arises from neurological disturbance (such as that associated with delirium tremens, schizophrenia, Parkinson's disease, or narcolepsy) or in response to drugs (such as LSD or phencyclidine)

36m agoHN ↗

Confabulation is also a symptom very prevalent in forms of narcissism and psychopathy. Gaps in understanding or perception are back-filled by confabulating so as to not risk the omnipotence of the confabulator.

Up to the reader to decide whether this phenomenon is found in the statements of AI leadership or not.

8m agoHN ↗

It's also something people tend to do when thinking, daydreaming, trying to solve problems, etc. We just usually don't fall for our own bullshit.

LLMs don't either. They just give output in response to input. If the output is wrong that's because the model is wrong, not because the LLM is doing anything it's not supposed to be. It just wasn't built well enough to produce the expected result.

22m agoHN ↗

From the point of view of the system, this is an error. It is incorrect information.

Which system?

The LLM has no _concept_ of "correct". It emits output, based on its input and internal state.

If that output happens to be correlated with reality, then it's useful. If it doesn't, and this is not a creative exercise, it's not useful.

Everything an LLM emits is equal to it. It's all confabulation - this it says that is not based on facts, because it also has no concept of fact. Value judgements you make about the output is all you.

"Confabulation" is no less anthropomorphizing than "hallucination".

43m agoHN ↗

hallucination is common language for these models at this point which describes a particular type of error where the models make shit up.

it is noticeable that the form of this particular error holds a similar shape to what is casually described as hallucinations, in that there is a generated content that often appears to blend naturally into the rest of the output but is false.

the term hallucination often invokes a caution that this particular type of error may be influential and believable and is particularly dangerous

39m agoHN ↗

Sure… but being wrong doesnt necessarily make it a hallucination:

It was only just before the planned operation that officials dug deeper into the report put together by a special operations command analyst and found it had been generated with the help of artificial intelligence (AI) — and that a chatbot the analyst had used inaccurately identified the material the ship was carrying. CNN was not able to learn what the misidentified cargo was.

16m agoHN ↗

It’s not an error or a hallucinations it works correctly every time, and statistically picks the next token for the sequence.

Retuning inf or crashing would be an error.

If you want to ascribe some kind of meaning to the tokens, then maybe the training data was insufficient to predict the token in the sequence you wanted, but it doesn’t predict the next “fact”, and it doesn’t “think” it predicts the next token.

1h agoHN ↗

I think it is accurate to say that it is poorly understood by the general population, and probably the majority of operators using LLMs. Although I agree that is partly the fault of the companies making LLMs and related products.

1h agoHN ↗

It's not the first time we are encountering this issue. We've seen it in other autonomous systems. Trains are an older one, cars are a newer one. As you move out of the lower levels, the operator has a tendency to assume the system is increasingly more capable than it is. In trains, its so bad that they generate fake signals that the operator needs to respond to within a timeframe. I'd love to see this with implementations of other critical autonomous systems like this. Occasionally inject known errors into the system and expect the operator to catch them. If they don't, well... If it was a train driver I think we would fire them. If its an intelligence operative ordering a strike? :shrugs wearliy:

39m agoHN ↗

note the airline industry has moved past firing pilots who make mistakes, since that turned out to be a recipe for more plane crashes, not less. Instead, they find out why the mistake happened, and fix it. In some cases, this involves firing the pilot. They do not do that by default.

50m agoHN ↗

LLMs are vectorial databases

You use a bunch of technical-sounding words here to make it sound like you understand. But to be clear, nobody understands why the evolved weights of a NN make the decisions that they do.

Almost nothing is understood about the actual representations used for nontrivial concepts, decision algorithms, etc.

If you look at the field of mechanistic interpretability, compared to “GOFAI” like learned decision trees, an LLM is completely opaque.

46m agoHN ↗

They don't "make decisions".

That's like saying "my d20 decided to roll a 17"

44m agoHN ↗

But isnt the point that it did roll a 17. And no one knows exactly how (in the case of LLMs)? Therefor any description of the conclusion should be thought of as an anology. Decided, randomly accessed, etc.

19m agoHN ↗

Try "Emitted".

That's what it did, with no analogy needed.

(But, to be the devil's advocate: the fake can be said about the output of anyone participating here.)

14m agoHN ↗

It's actually no different for dice than for LLMs. Explaining accurately the reason for the exact outcome of any given dice roll someone makes would be stupendously hard. It would require lots of instrumentation and math and be poorly transferrable to another surface, another player, etc.

But even so people don't say that we don't understand how dice work.

Saying that we don't understand how LLMs work is exactly like saying we don't understand how dice, or tires, or golf ball shots work. Or like the old myth that we don't understand how bumblebees fly.

1m agoHN ↗

That's precisely the point: you may be able to understand dice statistically and over the course of long rolls of dice you can extract some properties of the dice. But you won't ever understand any particular roll of the dice.

7m agoHN ↗

If nobody knows exactly how, then "at random" sounds about right and the results should be treated as such.

That is, in this case, it should not be used to influence decisions that can start a war.

14m agoHN ↗

Sure they do! Where are you confused?

Can you show me where a human or a dog makes decisions

44m agoHN ↗

Please go on, else you risk sounding like the person you’re criticising. The structure of the neural network is somewhat opaque because it’s hard to understand as the individual weights can’t be usefully interrogated, and naturally, it comes from big datasets which a human brain can’t really absorb in toto. Your comment was interesting so I’d like more of it.

43m agoHN ↗

Isn’t it convenient that nobody understands? How could we possibly regulate something that isn’t understood? It’s like social media all over again. We can’t be responsible for someone else’s content; it’s not us so you can’t penalize us!!

40m agoHN ↗

Isn’t it convenient that nobody understands? How could we possibly regulate something that isn’t understood?

You mean like the human body? The brain?

31m agoHN ↗

My point is that they are using a similar playbook to avoid taking responsibility.

21m agoHN ↗

Who is not taking responsibility? You think that anaylst that copy pasted AI slob of such a critical information will be rewarded?

5m agoHN ↗

It just feels like the companies behind AIs are spinning their own poor monitoring and criminal (digital) trespassing into something they can't be held responsible for. Even though they are, of course. In the hugging face incident, Anthropic should pay for damages and a fine for malicious hacking. In this incident, whoever signed off on using the tool, and whoever said the intel was good should both be prosecuted or at the very least reprimanded (whatever the rules for a bad interpretation of intel is) and the tool put on hold.

20m agoHN ↗

If LLMs are like humans, then OpenAI and Anthropic are like slave traders.

29m agoHN ↗

We understand how networks compute decisions, though explaining every internal influence remains difficult.

27m agoHN ↗

> an LLM is completely opaque

And despite that, although they are not like that in practice as there are too many uncontrolled variables, with temperature at zero, for the same input they produce always the same reply.

7m agoHN ↗

I’m shocked how many otherwise well-informed people don’t understand or agree with this very fundamental fact of just how little we actually understand about why LLMs work as well as they do. They figure “it’s science, of course there’s math and theory behind it.”

AI research is almost as purely empirical as the gradient descent loops its practitioners use to optimize their models. “Why” anything at all works is barely an afterthought.

49m agoHN ↗

they have a plan to hand over responsibility, accountability, and work over to the AI while they collect their checks for doing nothing and they arent going to let a little thing like "the ai cant actually handle it" get in the way of that

35m agoHN ↗

To name it "hallucination" is an euphemism

I agree. It's biased language. When talking about AI remember:

- hallucinated -> made it the fuck up

- thinking -> pseudo-randomly guessed

- escaped containment -> (we) need money

- we need regulation -> our competitors are catching up! Help us Prez!

25m agoHN ↗

There's an HN thread from yesterday in which people are extolling the ability of these vectorial databases to practice law because most of them don't understand how LLMs work. They assume that LLMs "understand" what they're being asked and what they're regurgitating.

Lane Kiffin almost destroyed LSU's football program acting on legal advice from ChatGPT. A video game publisher owes the former owners of a studio it acquired $200+ million because he based his actions on legal advice from ChatGPT. In the past week alone, California has disciplined over a dozen attorneys for LLM hallucinations because they used LLMs (mostly ChatGPT) to produce their legal pleadings.

And that's in an area where there are multiple safeguards to catch the issues before they become permanent problems. There's absolutely no justification for using AI in warfare, where mistakes tend to be pretty final.

22m agoHN ↗

I assumed the "poorly understood" part referred to the nondeterministic nature of LLMs. Clearly you and others understand why they do that.

22m agoHN ↗

LLMs are vectorial databases with losses that index statistically filled data

Yes, and that statistically filled data is insanely useful. It remains true that it's a relatively poorly understood how this can be applied in various scenarios and what processes are needed to ensure robust results (or quantify the uncertainty).

4m agoHN ↗

What is it insanely useful for? (Besides convincing the investor to sink more money into LLM-related companies? Because that is the one thing it does seem to truly be good at.)

LLMs generate text output that appears to be useful, but regularly is not. They're alleged to be a substantial boost to writing code, but that verdict seems to be in dispute. They can generate custom mediocre prose at scale, but that seems to be of ultimately limited utility (although it may be a godsend for propagandists).

We're coming up on the 4th anniversary of ChatGPT's release. And while I get that revolutionary technologies can take a while to mature, the Wright Brothers and Goddard weren't preaching imminent societal transformation by the end to the decade from the rooftops, either. (And that's before we get into the how they got there - getting to ignore laws and steal whatever they wanted might be insanely useful to a lot of people.)

17m agoHN ↗

Im sorry your explanation breaks down completely at scale

Its like saying a map of a floor-plan describes the rooms of an apt completely

Vs a map of the entire Earth with every feature nook and cranny identified and historical maps integrated

Models are BIG and behave like nueral architecture not simple vectorized semantics -trillions of parameters And highly complex

1h agoHN ↗

I've been saying it for quite a while now: any sufficiently advanced AI technology is indistinguishable from bullshit.

1h agoHN ↗

History shows the US has a lot of hallucinated intelligence leading to war. WMD in Iraq comes to mind. I personally don't believe US intelligence on practically anything. It is all tainted. The pressure to 'find targets' to justify a political objective is overwhelming and putting it behind a black box that refuses to show its homework to those in ops using it, and ultimately the US people to judge decisions, is a cancer that leads to epic mistakes. Everything hidden in a dark 'need to know don't question it' box is bound to end up corrupt since there are no checks on that system. We have been building systems and processes for a long time that tell us what we want to hear, not what is real and not what we need to know. AI hasn't changed this, it has just made it even harder to realize since the product seems more polished.

27m agoHN ↗

both. they wanted to deceive people (lie). so they made up a reason (hallucinate).

26m agoHN ↗

Back then it was called “the truth” only later did it become something else. Perhaps an untruth.

23m agoHN ↗

Agreed, but They were accurate on the Russia full scale invasion, months before it happened

19m agoHN ↗

Individual incidents aren't representative of accuracy or well-tuned truth seeking processes, that can only be assessed over time.

21m agoHN ↗

Sometimes intelligence "finds" evidence that suits political goals. e.g. You want to invade a country but are having a hard time convincing allies, getting UN approval, etc.. So, you let it be known to your spooks that you're not going to look too closely at their sources if they could just, pretty please, find something/anything juicy right bloody quick. The WMD evidence for the second U.S. invasion of Iraq was likely a case of this.

Then there's old-fashioned F'ups that don't fit your political agenda and are often quite damaging and embarrassing, not to mention lethal for people who don't deserve it. e.g. The U.S. used AI tools meant for rapidly picking targets in the middle of a war to plan their initial strikes on Iran. They had time to double check everything and do their due diligence before striking, but they didn't. So, a school next to a military base was targeted and a lot of kids died. This was a genuine F'up resulting from relying on a tool meant to give rapid but merely okay target selection under time pressure when there was no time pressure. The real mistake was made by humans.

The current case of the mistaken nuclear weapon parts shipment seems like an old-fashioned F'up, updated for the times. The people who didn't simply trust the tools and actually double checked should be commended. Others in their situation wouldn't have. I fully expect AI will be scapegoated for a lot of similar F'ups in the future even though it's still the responsibility of human beings to use ethics, caution, and restraint. AI doesn't get fired. Doesn't sue. It's actually pretty awesome for taking the blame.

1h agoHN ↗

The US military swung into action with plans to intercept the vessel, ... Military planes were in the air

A few months ago I listened to a talk a General (Admiral?) gave at CSIS where he said that the US purposefully announced their drone-hellscape plan for a Taiwanese invasion in order to force the PLA to reconsider their options/success-likelihood. I wonder if something similar could be coming of this reporting, on the face it looks like an embarrassing fumble, but it implies:

a) the US is able to, and regularly is, tracking and analyzing the manifests of ships between Iran and China.

b) the US is ready and willing to interdict and board vessels even from the PLA.

That these facts are now public might deter the Chinese leadership from attempting to share nuclear tech with Iran or other countries in the future.

16m agoHN ↗

The Chinese haven't shared nuclear tech with the DPRK, an explicit PRC ally, whose advancements are instead based on Russian designs. PRC leadership are quite miffed with the North Koreans and view proliferation there as pushing RoK to manufacture weapons as well.

The PRC has been hard against nuclear proliferation as a policy over decades, it is highly compliant with IAEA inspection norms, despite the NPT not making it mandatory to be under those inspections. This policy is not something the US has in the past or will in the future engender into it through force.

10m agoHN ↗

Just because they haven't done something in the past doesn't mean they won't in the future. China has been providing material support to Iran both in terms of intel and military hardward, so it's not outlandish to be monitoring and planning for it to continue happening into the future.

1h agoHN ↗

Assuming this isn't astroturf ("sources say"), this is a prime example of why you don't wholesale delegate your thinking and strategy—in a military context or otherwise—to an LLM. I really hope people are paying attention and don't just turn this into a joke. If this is real, this is a big, big, big fuck up.

1h agoHN ↗

"You maniacs! You blew it up! God damn you all to hell!"

"You're absolutely right, and that's on me. That's not just a mistake — it's a failure."

30m agoHN ↗

Why the shipping manifest details were load bearing:

1h agoHN ↗

... They quickly realized their mistake and had a flesh-and-blood human write a hallucinated intelligence report instead.

54m agoHN ↗

It used to be that the US tortured people until they said what the US needed to justify a war. Now the it uses LLMs: just keep chatting until it hallucinates what's needed.

48m agoHN ↗

It casually apologies to me after I point out its hallucinations and sometimes scares me. I can't imagine fully trusting AI for making critical decisions about military operations without having a thorough review process. One twist might be that it could be better than human overall, considering we also make mistakes. The same can be said for other applications of AI like medical diagnosis.

48m agoHN ↗

    wait... you just launched how many ICBM's? this is not fucking good

    * Strangeloving...

    > Thought for 2m 48s

    you're absolutely right! the safeguards were load bearing, 
    but I disabled them and launched anyway. unfortunately my estimates 
    predict that global thermonuclear war has begun.

    > "how is claude doing this session? 
       1: bad  2: fine  3: good  0: dismiss
34m agoHN ↗

“You’re right to call me out on nearly starting world war 3. That’s my bad”

31m agoHN ↗

And what is the gist of it? What have they learned from "entirely false"? Sounds more like a "the next gamble could work out" approach.

Considering that it involves a lot of lives that not "ruthless", that's the next level of a pathology.

30m agoHN ↗

This is how AI is going to kill us all. It's not going to become superintelligent and harvest our biomass for energy - we're just going to assume it's moderately intelligent and those assumptions will lead to badly informed decisions and by the time we realize we are acting on bad information it will be far too late for anyone to do anything about it.

7m agoHN ↗

Wasn't AI responsible for the US bombing a girl's school? That incident and who or what were responsible is not discussed enough.

24m agoHN ↗

Can’t wait to see Anthropic’s post about how this is an example of why only American made AI should be allowed to hallucinate us into nuclear hellfire

16m agoHN ↗

Everyday I am presented with another reason to think that making the machines speak was simply a mistake.

7m agoHN ↗

And how many posts recently asked how AI was dangerous?