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Posted by quantumgarbage 21 hours ago

Stealing Reasoning Traces from Proprietary LLM APIs(stolen-thoughts.com)
626 points | 283 comments
Groxx 19 hours ago|
>We take a trace produced by a frontier model, replay it into a weaker sibling, jailbreak the weaker model, ...

Ha! I've been wondering if replaying across models would work, ever since https://blog.cryptographyengineering.com/2026/05/29/fooling-...

I'm honestly rather curious if this was intentionally allowed, it's the sort of validation that's easy to miss (particularly if you're wading into the vibe waters). Seems like something that'd be absolutely riddled with possibilities for shenanigans.

matthewdgreen 16 hours ago||
Author of the blog post here: just for the record, I did try replaying against other models. I replayed from GPT 5.5 to 5.5-mini. It "worked" (replay not rejected) but mini didn't hand me the plaintext of the reasoning. I'm not a jailbreaking expert, so I didn't really "push" on it very hard. I also didn't pursue Opus/Haiku for reasons I don't really recall. These folks took it all the way. I'm bummed it didn't work for me, but having these folks prove the channel out is a very good consolation prize.

PS Here's a conversation I had with GPT 5.6 about the paper differences. https://chatgpt.com/share/6a7b64b4-ec0c-83ea-a9d2-ab1f1a1dfe...

yojo 19 hours ago|||
If you didn’t allow it, you wouldn’t be able to change models in the same conversation, as key parts of the context would be lost.

Wouldn’t surprise me if the providers just remove that ability and lock the model once the conversation starts.

hobofan 50 minutes ago|||
AFAIK no provider guarantees compatibility of reasoning traces, even in the same model generation, and we've in practice seen most of the big LLM APIs throw errors indicating incompatibility (at least transiently) when switching models. The only stable solution right now is to just throw away reasoning traces whenever a model is switched.
Groxx 19 hours ago||||
Fair (I haven't been using the encrypted-reasoning systems, though this is common in open ones - I'm kinda surprised it's an option in encrypted ones too), though what they're doing here is cross-user replays in addition to cross-model.
myworkaccount2 19 hours ago||||
There seems to be an obvious choice to make here, should you give the users to decrypt and use the COT that they did not generate themselves?

This is only required if you want users to be able to share things with everyone and you are going for the simplest implementation.

If not you could try to keep a record of keys associated with a user, then when a new request comes in look through to see if the user has a valid key to decrypt the COT.

For explicit shares, just add the key used in that one conversation to the users valid keys. For global shares use the global keys. But that's adding more complexity to the system.

supriyo-biswas 17 hours ago||
It’s about being able to change models mid-task. For example, I want to be able to plan using Fable but implement the plan using Sonnet, and that won’t work if this is implemented.
SaltyBackendGuy 17 hours ago|||
Or even my fable credits run out mid task and need to switch back to opus >.<
gs17 2 hours ago|||
Actually, that brings up a good reason they can't fix it. Fable falls back to Opus when the topic is too "unsafe". That behavior requires traces than can move between models!
QuercusMax 16 hours ago|||
Prior to LLMs I never considered that I might have to make a resource-usage decision between hiring Star Trek's Data vs. his stupider brother B4...

https://memory-alpha.fandom.com/wiki/B-4

TeMPOraL 12 hours ago||
Star Trek is a post-scarcity society, those problems don't exist there unless you're in the middle of a crisis and on emergency power.

LLMs briefly seemed like this too, after subscriptions made the SOTA models too cheap to meter, but before they walked back on that and introduced quotas...

crabette 16 hours ago|||
For plan it's relatively easy, just make the plan the artifact. The point is to ingest knowledge with one model and use it in another, and that is not necessarily easily expressible in natural language.
Der_Einzige 19 hours ago||||
100% guaranteed that this research just forced this to happen now.

Sucks.

dannyw 17 hours ago|||
It’s already patched according to the authors. Details were not specified.
pas 18 hours ago|||
or add some metadata and don't allow downgrading.
aix1 18 hours ago|||
I really don't understand why server-side storage of the trace isn't a viable approach here, with only a unique key flowing to the client and back. Does it have something to do with how backend load-balancing works?
amluto 18 hours ago|||
Makes no difference. There is a policy as to whether to allow use of a reasoning trace in a given context. Whether that trace originates from authenticated ciphertext or a backend database is basically irrelevant.
aix1 17 hours ago||
Good point, thanks.
sandeepkd 18 hours ago||||
Yes, this storage would be growing exponentially making the disk space and latency problems harder (add the disaster recovery/backups). I think the choice of using client side is not too bad if you ensure that its secured properly. Also the company can excuse itself from the liability of storing sensitive data on its servers, thats a big deal in itself to be compliant for enterprise audits

1. The down side is that it cannot be used across the clients even for the same user

2. Using the same encryption key was a bad choice here, a per user key would have solved this issue for sure.

aix1 18 hours ago||
Having thought about this a little more, it's clear that server-side storage is not compatible with Zero Data Retention (ZDR). However, in non-ZDR settings, it seems likely that the providers are capturing all that data anyway?

> a per user key would have solved this issue for sure

It would have helped with PII leakage, but not with plain-text trace extraction attacks, right?

sandeepkd 18 hours ago||
Per user encryption key ties it with the user session (assuming you do authentication properly), no one else can access it. User being able to see the information is not really an attack vector in this case.

The compliance rules at times are outdated and people skirt around them by following the worded rule instead of the intent.

dannyw 17 hours ago|||
That’s incompatible with zero data retention and so you’ll lose a lot of enterprise customers.
sandeepkd 18 hours ago|||
I believe its a result of chasing the speed and happy path. The intent was to make the data available for reuse on the backend side for the same user session, it kind of makes sense. Making it available across the models is most likely by design.

The flaw is that the data is not strictly tied to user session, making the session data hijacking a lot easier.

1. Its a security issue.

2. Publicly available sessions make it much worse

cavisne 15 hours ago||
You can switch models mid conversation so it makes sense that it is allowed. Otherwise you would lose all the reasoning traces.
andai 17 hours ago||
If I'm reading this right, they literally just ask a LLM to tell them what the traces say, with the key being that the traces are portable across LLM models, so they can switch to a smaller one that's easier to jailbreak.
dgellow 17 hours ago||
Correct, yes. It’s delightedly simple. And they validate by asserting the reasoning token length matches
HarHarVeryFunny 17 hours ago||
For all of the years of research, thinking and talking about model alignment, safety, confinement, etc, when it comes down to it these companies appear to be entirely incompetent.
driverdan 9 hours ago|||
This isn't a safety issue, it's LLM companies trying to be opaque and stop distillation.
varenc 7 hours ago|||
By some interpretations protecting your frontier model with strong safeguards from being distilled into an open source model without safeguards is a safety issue.
realusername 3 hours ago||
There's no way to make a model "safe", (whatever that means) since you can't know what users will do with the output. It's just PR.

Closed models are also used for nefarious usage.

DrScientist 37 minutes ago||
> There's no way to make a model "safe",

You could limit what it was training on in the first place - however that would damage capability - and it's difficult to curate the input, especially when the models can do 2+2. ie the choice is between model power and safety - and they choose power and everything else is a sticking plaster.

One thing I find amusing is the refusal of a lot of the models to now output a lab based protocol because of fears about 'weapons' - yet I can buy a textbook or simply read papers for exact protocols.

I find it hard to reason that a person who isn't motivated enough to read a paper or buy a book, is somehow enabled to make a biological weapon because of ChatGPT - despite them needed to buy a whole bunch of specialist equipment and reagents to do it.

Are there a whole bunch of proto-terrorists who are frustrated simply because they don't know where to start?

Maybe the only place their might be radicalized teenagers - but then that's perhaps a reason for keeping them off the internet full stop :-)

realusername 25 minutes ago||
That's also not possible, what's the worst problems enabled by LLM? Political propaganda, influence of population at scale, misleading advertising, social media bots... None of that will be filtered by a "safety" filter.

The knowledge to create weapons is already widespread, the idea that terrorists need chatgpt for that is laughable

addandsubtract 1 hour ago|||
[dead]
mrdevlar 1 hour ago||||
Alignment research was always, at best, security theatre.
polymer8563 12 hours ago|||
for safety in particular it's pure theater, they only care as long as the orange guy thinks it's safe from "enemies of freedom"
tw1984 5 hours ago||
nothing scientific here, they basically just figured out some real issues caused by bad engineering practice.
vhantz 18 hours ago||
> For some AIME problems Opus 4.8 sometimes states the answer before deriving it. We find that the API summary does not always preserve this distinction, and can instead make the reasoning appear like a clean derivation.

No surprise here but good to have more confirmation that they just put all that in the training data. And based on the "reasoning", the models have some form of index of those problems (or they are HEAVILY trained on them).

Aurornis 15 hours ago||
All LLM benchmarks have an expiration date once they're released to the public. They get spread so far and wide across the internet and GitHub that you have to assume they're in the training data for every LLM with a cutoff date after their release.

The real question is whether or not the training was directed to optimize for those benchmarks.

The technique doesn't guarantee that the reasoning is returned verbatim because it relies on the weaker model transcribing it accurately. Looking at the charts, there are a lot of dots that aren't in the 1:1 line that suggests that the output is exactly what was provided.

AbhinavX 16 hours ago|||
Not surprised. On many benchmarks (i.e tau), we have seen the same thing. Probably lots of training on every publicly available benchmark
throwa356262 18 hours ago||
Didn't we see this with Fable 5 on multiple benchmarks?
ggrab 3 hours ago||
Cool find, but can't help myself thinking that registering a domain name and submitting a paper on this to Arxiv is a bit... much. The content here could fit in a tweet or a short blog post as well. Not sure about the scientific novelty here as we're basically poking around the very top layers of someone else's software stack?
alansaber 1 hour ago||
Growth hacking
rnewme 2 hours ago||
Cheap investment to boost ones CV.
niemandhier 18 hours ago||
You cannot steal what is not owned.

At least in the EU there is no copyright for LLM outputs, so I guess all they might do is violate the terms of service.

iamniels 17 hours ago||
On top of that, the user paid for those tokens, so if there is an owner, it should be the user, not the provider.
Zambyte 17 hours ago|||
Even copyrighted information can never be "stolen". It can only copied without authorization.
otterley 17 hours ago|||
Stealing is not a word that applies only to physical objects.
margalabargala 15 hours ago|||
Any word can be applied to any concept with any meaning thanks to the fluidity of vernacular.

Language is all just sounds and markings. Anything can be redefined to mean anything, and anyone can decide to aggressively assert their preferred definition of a word.

kube-system 15 hours ago||
Words can change meaning, but whether or not they actually do is a social function of how they are observably used. Words can also have multiple meanings concurrently. When it comes to the word "steal" in these discussions, people generally are arguing past each other in regards to the single definition they're thinking of.

Of course, you can assert that the meaning of "steal" only applies to physical items. You are well within your right to do so. You'd be wrong, but you can do it.

qwytw 14 hours ago|||
I agree, someone certainly has the right to have an incorrect understanding of that the word "wrong" means.

To be fair when someone tries to shift the meaning of words everyone doesn't just have to go with it to appease the large corporations trying to do that. I of course don't mean intellectual property rights or copyright infringement, you can perhaps apply the word "steal" there, not when talking about LLM traces which are currently legally uncopyrightable, though. Unless we're actually talking about someone breaking into Anthropic's servers and stealing their files, then again... if you do that you can always just blame the LLM you used.

kube-system 13 hours ago||
"Stealing" in the OP merely refers to the lack of intent in sharing the plaintext traces.

This is the same use as "the baseball player stole third base". Nobody is depriving anyone of anything, nobody is committing a crime. It is simply: someone has obtained something in a way someone else did not intend.

There's no legal claim being made here, you have made it up.

otterley 15 hours ago|||
> people generally are arguing past each other in regards to the single definition they're thinking of.

It's more than that. By claiming that copyright infringement isn't stealing, they're usually doing so to justify such behavior: if the original thing remains with the owner, it couldn't have harmed him, could it?

Zambyte 15 hours ago|||
By conflating unauthorized copying with stealing, they're usually doing so to justify excessive punishment. If the owner lost what they had, they were obviously harmed, right?
otterley 15 hours ago||
Property rights are about control, not about physical objects. Never has been. By committing copyright infringement, trespassing, or, yes, stealing, you're asserting for yourself the privilege to take something that doesn't belong to you (exclusive control) from someone else.
Zambyte 14 hours ago||
Legally speaking, is murder stealing?

(And yes, "legally" matters, because we're talking about laws in this thread, not colloquial "their life was stolen" type expressions.)

This question is obviously (hopefully) rhetorical, no need to answer. My point is that different crimes are different. Otherwise literally every crime is stealing, and no other words for different crimes matter. Obviously different crimes are different.

otterley 14 hours ago||
IAAL but this is not legal advice.

In most U.S. states, the actual crime will be a specific reference to a section in a Penal Code (or, for Federal crimes, the U.S. Code). For civil actions, it's likely to be a reference to a common-law tort, or some Federal statute providing a private right of civil action.

In the case of taking a physical object from someone else, most states call it "theft" in the penal code, or "conversion" for the common-law tort.

But all of this is academic anyway. I'm not entirely sure what your point is.

Zambyte 14 hours ago||
> I'm not entirely sure what your point is.

I edit my reply as you were responding to make my point explicit.

kube-system 15 hours ago|||
Maybe but I try to give people the benefit of the doubt, especially when the argument at face value is factually incorrect.
otterley 13 hours ago||
This tired argument--that copyright infringement is not "stealing"--is at least as old as my Commodore 64.
blackqueeriroh 5 hours ago||
Yeah, considering that taking trade secrets is absolutely stealing, this could be considered stealing
kube-system 15 hours ago||||
Stole the words right out of my mouth!
niemandhier 15 hours ago||||
Funnily enough in some legal systems it does. Where I live the legal definition of “theft” is: Taking away a movable thing.
kube-system 15 hours ago||
That's also... a different word.
niemandhier 4 hours ago||
Not in my language.
Zambyte 15 hours ago|||
Please provide an example of an action legally considered "stealing" that does not involve stealing physical objects.
kube-system 13 hours ago|||
Legally speaking "stealing" isn't even a crime. You might be thinking of a different word: theft.

But to answer your question more directly, here's the most common example: https://en.wikipedia.org/wiki/Theft_of_services

And another for good measure: https://en.wikipedia.org/wiki/Identity_theft

breezybottom 15 hours ago||||
Digital piracy is considered stealing in most countries.
Biganon 13 hours ago|||
No, it's not.

It might be criminally prosecuted, but "stealing" has a precise definition that usually implies removing someone else's possession.

otterley 13 hours ago||
Where is this so defined?
qwytw 14 hours ago||||
It's doublespeak. You don't have to perpetuate it.
Zambyte 14 hours ago|||
Source please.
rossjudson 11 hours ago|||
Unauthorized removal of bitcoin from a wallet, depositing into another?
otterley 11 hours ago||
Doesn't even have to be Bitcoin. Could be an ordinary set of bank accounts.
rossjudson 11 hours ago||
Yep. Lots of money-ish examples.
polymer8563 12 hours ago|||
let me copy your data without authorization over here real quick
Perseids 16 hours ago|||
I think they are doing us a disservice by perpetuating this focus on intellectual "property" [1] in regard to AI.

The real issue with Anthropic, OpenAI etc. is not that they have used all of our public knowledge for training their LLMs. Creating new work from old and learning from prior generations is what we all do. The issue is that they want to claim all of the benefits for themselves. They are standing on the shoulders of giants and have contributed an inch themselves, yet want to privatize the power of the whole giant. We shouldn't let them "own" these models.

The influence on society by AI is so novel that it's reasonable to craft new laws specifically for them. There are a lot of ways to deal with their power grab. We could force them to open source the models after two years. Or we could tax tokens or compute. We just need to agree that the power grab is the problem, the privatization of our cumulative knowledge, and not some details about copyright infringement.

[1] I know I'm going to risk dissent just by putting quotation marks here. But I think for this topic specifically it is crucial to understand that intellectual property is an arbitrary social/legal construct. With physical stuff, there is an inherent scarcity. If you steal my smartphone, I no longer have it. If you steal the character from my book, I... have a harder time selling my next book? Our ancestors have invented copyright to solve a specific problem, but the solution has become perverted over time. There are a lot of egregious cases out there (looking at you, Disney), but even relatively tame success cases don't look good. Society has paid J.K. Rowling a literal billion for her work and still this cultural touchstone of a generation remains privatized. Imagine what other authors could have build upon her stories, if only they were allowed to publish their own stories with these characters. She has not been a particularly good steward in the past decades.

breezybottom 15 hours ago||
That is the issue, you just rephrased it to sound softer (public knowledge isn't a legal term). Fair use law isn't supposed to apply to commercial activity. So it is absolutely about using copyrighted work for LLM training.
Perseids 14 hours ago|||
The thing is, I explicitly wanted to not focus on current legality, because I believe this is leading us astray. This is about how we want to shape our society, not about how their actions fit into a legal system that wasn't designed to handle AI training. If, by chance, all of this was legal, the same arguments would still apply. For example, see how Adobe is training their image generating AI on licensed work. The result -- privatized intelligence -- is the same as when illegitimate training data would have been used. Or, say, an AI company makes a deal with all the publishers to license their books for training. Or a court decides that training AI with MIT licensed code is totally fine. Or an AI company pays legions of software developers to train their AI. All of this still ends in a power grab. All of this still privatizes knowledge and skills accumulated over centuries, if not millennia.
gruez 12 hours ago|||
>Fair use law isn't supposed to apply to commercial activity.

No, otherwise there would be a straightforward "non-commercial" clause. Instead there's a 4 part test, which takes usage (commercial or not) into account, but doesn't hinge solely on it.

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

breezybottom 12 hours ago||
Spirit vs letter
gruez 11 hours ago||
The law says:

>... In determining whether the use made of a work in any particular case is a fair use the factors to be considered shall include:

>1. the purpose and character of the use, including whether such use is of a commercial nature or is for nonprofit educational purposes;

>...

If they really meant "non-commercial use only", they sure did spend a lot of words to not say that.

levocardia 13 hours ago|||
If I hire you for a consulting project, do I own the screen recording of your computer while you completed it?
hamandcheese 11 hours ago|||
If I'm paying you per-second of screen on time: yes.
articulatepang 7 hours ago||
I think it depends on whatever contract you signed. If you signed a contract that says “you pay per minute of screen time but only get the end result” then I bet that if you went to court demanding the screen recording, you’d lose.
platinumrad 11 hours ago|||
LLMs aren't people.
paxys 11 hours ago||
Computer screens aren’t people either. What’s your point?
cyanydeez 17 hours ago|||
they also can't claim to be the owner of the output either because they can't claim to have had a valid license for the inputs.
blackqueeriroh 5 hours ago||
Actually, this is untrue
twigger2 18 hours ago|||
[dead]
Terr_ 17 hours ago||
While I feel it is morally OK for users to access the metadata of their own exchanges, there's something awry with that formulation, (not-)"stealing" is about more than just copyright or ToS.

For example, consider my browser cookies that authenticate me to HN right now. Nobody even wants to copyright them, but if you were to somehow acquire a copy I'd very much consider it "stealing."

qwytw 14 hours ago|||
If someone acquired a copy of them by breaking into your device and stealing the files sure. If you consciously sent them out to every person who asked for them (even if in their encrypted form) well.. that's a choice you made.
8note 16 hours ago|||
Im not so worried about that. Im worried about somebody impersonating me or doing something bad and not authorized with the cookies
Pragmata 15 hours ago||
Apparently you can do the same by simply running it without reasoning, while giving it a thinking tool...

>guys you do know you can just disable thinking, and instead give it a "deep_think" tool, and it will call it with internal CoT reasoning format right?

>gl fixing that

https://x.com/_can1357/status/2087228354399265125?s=20

klntsky 6 hours ago||
The model is finetuned to enter/leave its thinking mode using special token separators. there's no reason to assume the tool calls induce the same token distribution or produce the model's actual native reasoning trace
its-summertime 4 hours ago||
We have its actual reasoning traces, and we have these psudotraces, distribution / nativeness is testable now
ashirviskas 8 hours ago|||
I've been doing that since before reasoning was a thing baked into the models, it always performs better this way. Except for some providers/models where you just can't easily turn it off, now I just avoid them. This way I save tokens and have full control of the reasoning.
MaxMatti 5 hours ago||
How does it save tokens?
retinaros 13 hours ago||
its not exactly the same... its tool use spec asking to put thinking in inputs fields... it is a good idea but its not same.
SwellJoe 19 hours ago||
"Stealing" is a strong word to use for looking at the words produced by models built from the collective commons of the world.

And, honestly, being able to see how LLMs make decisions is critical to trust and security. I consider it a valuable feature, somewhat akin to seeing the source of software I use.

dannyw 17 hours ago|
Yeah, it’s also useful for prompt tuning, debugging and understanding how a model interprets your prompt.

Also really good for identifying any contradictions in your system prompt and context.

sly010 15 hours ago||
"Recovery" would be a more apt (although less catchy name). The stealing is on the provider side for not giving you access to tokens you already paid for.
glub 11 hours ago||
I did this with Codex's recent encryption of compaction.

Interestingly, I didn't have to drop to a dumber model, just a 2 sentence <developer> prompt auto-injected before and after compaction made all their models output the encrypted compaction data in plaintext.

The result was... interesting. There's nothing unique in there and I still don't understand why they decided to encrypt it in the first place.

chrisss395 10 hours ago|
Possibly something to do with other providers using the it to train their own models?
glub 10 hours ago||
The only "secret" there is a very basic instruction that the model receives, like "summarize current state and upcoming work" before compaction - same model that was just running your inference, with same cache, only server side, with no extra tools or capabilities. Then the fresh context gets the output from that as an encrypted blob + codex then injects up to 64k tokens of previous conversation, the latter part is visible in source code.

There's nothing to gain from this, really. Perhaps they're preparing for something in the future, where they could give the model server-side tools that improves summarization, but right now, it's just a simple prompt.

varenc 7 hours ago|||
The compaction prompt doesn't seem like the valuable thing here. I suspect they're protecting the compaction result itself. If you're trying to distill a model, collecting lots of examples on how a large conversation gets compacted to a smaller summary is particularly useful data.
glub 5 hours ago||
No, you can give the model same prompt and it will give you a similar compaction result. On the backend, that's precisely what happens. There's nothing else going on in that encrypted blob, it's just summary of what model responds with when prompted "summarize current state and upcoming work".
Aissen 14 hours ago|
"Stealing" something you already paid for (tokens), but that you can't have access to(!). And trained on the sum of human knowledge.

Training on other model outputs ought to be business as usual, stop using morally charged terms made up by future monopolists: https://thomasdullien.github.io/posts/2026-06-15-rl-economic...

ashdksnndck 8 hours ago||
Suppose you hired a consulting firm to write a report, and they delivered the report but not the internal conversations they had when developing it. You exploit a vulnerability in their phone system to get those conversations. You can argue over semantics of whether “theft” is what you did, maybe the right word is “espionage” or “spying”, but that either way we probably agree you are guilty of something? Paying for the final product didn’t entitle you to see how it was made, unless that was part of the agreement.

Anyway, you can distinguish this from the debate over copyright.

nathanwh 7 hours ago|||
I think a more fair comparison would be that you hired a consulting firm to create a report and give you a summary of it, but you’re charged for the report itself separately from the summary, and you are not allowed to access the unsummarized report.
selestify 7 hours ago|||
How is that a more fair comparison? The consulting firm in this case never promised you the interim reports, only the summaries of the reports. They also promised you the final output that the reports led to. You decided that report summaries + final output was worth paying for. You got exactly what you were promised.
iot_devs 6 hours ago||
I personally read the thinking traces to know if the model is on the right direction
selestify 6 hours ago||
I'm not saying they're not useful, of course they are. I am disputing that they are part of the agreed bargain between you and the proprietary LLM providers.

They explicitly do not promise reasoning traces. You (general you) agree to those terms and pay for that bargain anyways.

jdub 5 hours ago||
We "agree" to many things that are deeply unfair.
jadar 5 hours ago||
Yet we have the option to decide not to participate. That is an option.
thejazzman 5 hours ago||
I’m just driving by here but they bill by tokens — it’s a stretch to turn around and deny your right to see them. And it’s especially egregious when the tokens admittedly, routinely do the opposite of what you instructed.

But personally it’s not about right and won’t it’s just blatant bullshit.

selestify 1 hour ago||
And lawyers bill by 6-minute increments, yet that doesn't mean you get access to all of a law firm's internal discussions and notes about you and your case.

Just because you paid for the lawyer time/LLM tokens doesn't mean you get access to everything that happened within that time/tokens.

ashdksnndck 4 hours ago|||
It’s normal for consulting firms to charge for inputs like hours of labor, airfare etc.

> but you’re charged for the report itself separately from the summary, and you are not allowed to access the unsummarized report

This analogy works if the LLM provider promises you access to the reasoning tokens, and fails if they don’t.

wasfgwp 3 hours ago||||
But they did deliver the internal notes, just told you to not look at them. Also the analogy doesn’t make a lot of sense to me since humans (or companies paying them) own the content they produce. Based on current precedent Anthropic doesn’t have any more rights to the LLM outputs produced by your inputs than you.

Whether that violates the ToS is another matter Anthropic is of course free to sue for damages or stop doing business with you.

lbreakjai 3 hours ago||||
You paid the consulting firm for the outcome. If they sent you a bill for every piece of research they wrote down to get to the report, you bet I would want to see exactly what's inside and what I paid for.
mlazos 5 hours ago||||
Except you paid for the words of the conversation..
Gud 4 hours ago||
And how much of our output have the copied to train their models on?
amazingman 6 hours ago|||
Except in this case the report is giving you conclusions while withholding the data and reasoning process that lead to those conclusions.

Alternatively, I paid for the tokens therefore I should have access to them. If the vendor wants to artificially hide them from me, I'll just find another way to access them.

paxys 14 hours ago|||
The only person calling it stealing is the author of this article, so this is a pointless discussion. The majority of this thread is just arguing with themselves.
brianxq3 8 hours ago|||
They are also encrypting it so they must see some reason to do this. I suspect they think it is proprietary or otherwise a way that people can “steal” their implementations.
fragmede 6 hours ago||
The reason for this is the LLM says some truly unhinged shit while in the thinking stage of the process, and Twitter would trip over itself to make fun of what it says.
dymk 9 hours ago||||
Anthropic and OpenAI made a big deal about how it's stealing.
amazingman 6 hours ago||
They also have made a big deal about how what they did to build their models is not stealing. And we all know that's bullshit.
blackqueeriroh 6 hours ago||
No, we actually don’t all know that.
amazingman 4 hours ago|||
I'm pretty sure essentially all HN participants understand that the frontier labs indiscriminately sucked up every bit of human output they could, IP and ethical concerns be damned. Some of that cohort may indeed be okay with it, but that doesn't change the facts.
ajam1507 2 hours ago||
Knowing that they trained on that data doesn't mean that you've demonstrated that they "stole" it. Certainly the courts haven't decided that in every case.
khanan 4 hours ago|||
You mean you didn't know that all frontier models stole all of our knowledge and are now charging for it? It's abysmal and disgusting and we should pitchfork them all! :D
encomiast 6 hours ago|||
Stealing may be the wrong word, but I actually think this is important. I don't think the providers have been up-front about how we should be handling these thought signatures. A large system with a lot of users may be capturing these and even caching them to send them back with future requests. If data can be pulled out of these, then they need to be treated more like cookies than opaque, encrypted nonces.
__MatrixMan__ 14 hours ago|||
Liberating!
throw1234567891 13 hours ago|||
No, you paid for the end result. The thought process is a step in between, a function. Think about it, who should get charged if the answer you received comes from a cache? Thinking tokens are the complexity-of-the-problem cost. I mean, you may not agree but both are valid points of view.
hamandcheese 11 hours ago|||
> No, you paid for the end result.

No, I literally am paying for the thought process, per token. "Pay only for the result" is not how these things are billed.

anigbrowl 13 hours ago||||
No I didn't. I buy my tokens from a provider that exposes the model reasoning so I can understand what it's doing and work with it, or interrupt if I see things going in the wrong direction.
throw1234567891 13 hours ago|||
I agree with you in principle. I'm just pointing out that the latter is in some way another valid point of view.
HDBaseT 9 hours ago||
Thinking tokens aren't free though. This is not a valid point of view.

If I was being charged for the raw, output/input token count, excluding thinking/reasoning token costs, then sure. But at least via the API, you pay for tokens you cannot see.

ardel95 9 hours ago||
Is it really that unusual? When you attach an image or a video, it gets converted to tokens you don’t see, at a rate that is proprietary to the model. You pay for those tokens, but don’t see them. Even how text is converted to tokens is a property of the dictionary, which is opaque for proprietary models.

There are features of input and output that are opaque to you, but that you pay for. Part of how model providers chose to run their service.

mirzap 4 hours ago|||
Nope. You are charged for the reasoning tokens as well. Actually, most of the expense is the reasoning part.
nonethewiser 12 hours ago||
> stop using morally charged terms made up by future monopolists

Lets not gloss over this claim. Being: “Stealing is a morally charged term made up by future monopolists.”

I strongly disagree. Stealing is not a made up term and property rights are foundational for any society. Your take is at least sensationalist if not malicious.

drdaeman 11 hours ago|||
No, and we collectively had this decades ago already. “Stealing” instead of “infringement” is originally MAFIAA language intentionally (ab)used to encourage emotional reaction despite original owner not losing their copy.

If you broke into a data center, pulled a hard drive and drive off with it - that’s stealing. If you accessed a copy of some information - that’s infringement, unauthorized access, or some other violation. But that’s not “stealing”, which fundamentally requires a loss or otherwise depriving original owner of the property that was stolen.

nonethewiser 11 hours ago||
One problem. He said stealing in general is a made up term.

Do you think stealing is real?

drdaeman 7 hours ago|||
Read it in the context. The “made up” wasn’t a general statement. No one argues stealing doesn’t exist at all. My friend’s bike was stolen. What’s made up is application of this word to situations that are incompatible with what stealing is supposed to mean.

Compare this to “the smell of soup and the sound of money” type “theft”.

dnautics 4 hours ago||
"copying is not theft/ stealing a thing leaves one less left/ copying it makes one thing more/ that's what copying's for"
drdaeman 4 hours ago||
Yes. Although, to be pedantic - stealing relocates (it doesn’t leave one less, it moves the only thing into another person’s possession), while copying duplicates.

Copy vs move is IMHO accurate semantics.

matheusmoreira 11 hours ago||||
"Stealing" of non-rivalrous goods?

I don't "think" it's not real. I know.

nonethewiser 11 hours ago||
Reread what he called a morally charged, made up term by future monopolists. Stealing. Not distilling, not stealing “non rivalrous goods.” Just stealing.

Do you agree with what he actually said?

matheusmoreira 11 hours ago|||
Yes, "tokens, trained on the sum of human knowledge", are the most absolutely, unambiguously clear example of a non-rivalrous good I've ever seen.

The current copyright status quo has them placed in the public domain. There is literally nothing wrong with "stealing" those tokens. They have exactly zero legal protection. "Stealing" those AI output tokens is so fundamentally impossible that it wouldn't be "stealing" in this case even if you subscribe to the copyright monopolist propaganda that copyright infringement is "stealing", and I most certainly do not.

Hilariously, that means we don't even fall prey to things like DMCA anticircumvention laws. If they encrypt the reasoning traces and we break the encryption somehow, we've done nothing wrong since the data wasn't copyrighted in the first place!

blackqueeriroh 5 hours ago||
There are bunch of legal protections. They may not fall under copyright, but depending, you could be looking at breach of contract, trade secret misappropriation, CFAA, and also, if you buy them off someone else, now we’re into tortious interference.
dnautics 4 hours ago||||
when you steal my bike you deprive me of my ability to use it. if i copy your notes, you still have access to them and may make use of them. unless somehow copying destroys the original, it is not stealing.
UpsideDownRide 3 hours ago|||
Sticking to what was literally said and not meant by a person in a casual comment/conversation is certainly a strategy that can be used.
michaelmrose 4 hours ago|||
If you already know the answer and everyone already knows the answer you asking this question is wasting everyone's time.
articulatepang 7 hours ago||||
I’m pretty sure the person you’re replying to means stealing in the context of information, IP, copyright, etc.

This thread and this entire topic isn’t about stealing physical goods or money. We can all agree that if I break into your house and take your TV then that’s the ancient, obvious crime of stealing.

Grice’s maxims and common sense indicate that we’re talking about the word “stealing” as applied to infringement or unauthorized copying.

dnautics 5 hours ago||||
> property rights are foundational for any society

arguable, and even more tenuous for intellectual "property", which was a relatively recent invention. plenty of interesting arguments over this way back to even the 19th century.

__MatrixMan__ 12 hours ago||||
There's nothing foundational about the idea that data can be owned. It conflates these things:

- This is about me

- I created this

- Neither of the above, but according to some story I get to control who sees it

Maybe some of those ideas are worth building into our society, but let's not pretend that The Code of Hammurabi gave a damn about intellectual property. IP was invented by the church so they could censor editions of the bible they didn't like and has been used to justify similar kinds of censorship ever since.

The foundational thing about property is that when it gets stolen, somebody else has it, and you don't.

We can hold the AI companies responsible for their actions without contributing to notions about property that encourage censorship.

nonethewiser 11 hours ago||
Data?

Stealing pertains to more than just data. I think you agree with me that stealing isnt a made up term.

Please reread what he said. He didnt say “distilling” was morally charged made up term by future monopolists. He said “stealing.” Thats insane.

__MatrixMan__ 5 hours ago||
Yeah, that's what we're talking about, data. You can't steal data, because you can't own data. People who try to upgrade data related crimes to "theft" are participating (knowingly or otherwise) in propaganda, and many of us wish they would stop.

You're fixating on a few clumsily placed words and coming away with a meaning which that poster did not intend. Consider absorbing the whole context before going on the offensive. The link they shared makes it pretty clear what they were trying to say even if they fumbled the words a little.

bijowo1676 9 hours ago||||
How much did anthropic pay to book publishers, and everybody else whose content they stole, for stealing their content ???
fragmede 6 hours ago||
$1.3 billion, iirc.
theyliesoeasily 12 hours ago|||
They definitely stole the data to make the models, but they do not say that they stole the data to make the models, but they do say that others using their outputs for unauthorized purposes is stealing. Do you see the point?
super256 12 hours ago|||
Crawling the internet and dumping it to disk is not "stealing".
modriano 3 hours ago|||
If they were only copying, for example, New York Times articles and many publishers to a disk, I don't think NYT and the publishers would have sued OpenAI. But OpenAI isn't just copying things to disk. NYT reported ChatGPT (before Dec 2023, [0]) was returning near verbatim sections of NYT articles.

Is this stealing? Is it depriving NYT or publishers/writers from money via lost sales/subs? I don't know, but it certainly could be.

[0] https://www.nytimes.com/2023/12/27/business/media/new-york-t...

theyliesoeasily 11 hours ago||||
Then distilling models and deobfuscating reasoning traces isn't.

Mass downloading copyrighted works is. Which they did. Aaron got threatened with 20 years, they got pentagon contracts.

UpsideDownRide 4 hours ago||||
Is everything licensed in the same way? Are there any copyrighted works available to be had through crawling?
michaelmrose 4 hours ago|||
It's not stealing but arguing that it's not infringement because its on the internet is pretty obviously nonsense.
nonethewiser 11 hours ago||||
You miss the point. Do you think “stealing” is a made up term? That is what he said. He didnt say “distilling models”.

Dont you agree thats either sensationalist hyperbole or a genuinely crazy idea?

cindyllm 11 hours ago|||
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