How Claude marks AI-generated content

199 points159 comments14 hours ago
Dilettante_

I notice the "Limitations" section talks about how content only at some point touched by Claude may return a positive, and content that returns a negative may still be Claude generated. But I really would have liked for them to state explicitly that entirely false positives where a piece is fully human-written may still be marked as generated, because too many institutions with the power to ruin someone's life over that have trouble understanding the concept.

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simonw

> When a supported Claude model generates text, it weaves an imperceptible watermark directly into the text itself. You won’t see it, and it doesn’t change the meaning, quality, or readability of Claude’s response.

I'd like to know a lot more about how that works.

A lot of my interactions with Claude return pretty precise text. If I ask it to edit a project and refactor a specific function in several places I know exactly what I want to happen, it will NOT be OK if those refactors have some kind of weird pattern baked into their text to act as a watermark.

I guess this may be covered by this:

> Content generated by Claude may not carry a detectable mark if, for example: [...] The passage is very short, leaving too little text for a reliable signal;

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andreypk

Interesting technology. I wonder what else this could be used for beyond AI-content detection — e.g. provenance, model attribution, or tracking how generated content evolves through edits and transformations.

mateocafe

Seems to me like this creates a huge incentive to game the watermark. Also, how does it prevent having AI generate the text, then the user copy-paste it into a clean document?

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benrow

I've heard that this kind of watermarking process works by biassing the statistical sampling towards a partition of the set of possible next tokens (red set and green set), at each position. It might only be a slight nudge each time, but over a sequence of tokens, the likelihood of repeating the bias by chance is increasingly improbable.

The bias is different for each position and follows a defined RNG, seeded somehow predictably.

Can be either an open algorithm, or not. If not open, then an API could be provided to determine if text is watermarked or not.

How it applies to code - maybe it could be a subtle nudge to symbol names, etc, I'm just speculating (I only read about this in passing very recently).

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jonplackett

We need to just stop pretending we can reliably tell if plain text is written by an LLM.

It’s just not a reasonable ask.

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akersten

So my code that Claude makes, which previously was using the best (most probable) tokens for the job, will now be getting worse in random positions, to appease a voluntary EU suggestion. Love that.

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aniceperson

That's not only load bearing — it sustains the need to detect AI content

aabhay

I have had a hunch for a while now that (in addition to these tools), Anthropic has actually leaned in to Claude's distinctive manner of writing since it makes the text more obviously AI generated and thus less susceptible to misuse.

That's not necessarily the same thing as a markov-style fingerprint but it could be a correlated factor.

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simonw

An interesting factor of this is competition.

If Claude was the only model family they could ship a change like this and users who want to cheat (or don't like watermarks for other reasons) would just have to put up with it.

In a world with many different competing models, the risk of losing customers to other providers over this is much more real.

Maybe they've looked at the numbers and the portion of people who clearly use Claude to cheat on examples etc is so tiny that losing them to other providers isn't a problem?

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ethin

Can someone help me understand how exactly this watermarking of text works?

Given that text is, well, text, and not some kind of binary format, I don't see how any watermarking can work unless you insert characters which are invalid under Unicode. I further don't really understand how this won't be perceivable by assistive technology (the "watermark" will just appear as either unreadable characters, or if the watermark is mixed thoroughly enough into the text, it will scramble the text to any speech synthesizer and will make it really really obvious). Thus, I don't see how this wouldn't be insanely trivial to remove. And this is before we get into things being put on the clipboard. Sure, I can press the "Copy" button at the end of each response, but what I can also do is manually select the response and copy it, or only copy partial selections, or any number of other things. How does this "watermark" (or any "watermark" technology) take into account this?

So, really, to summarize this: I see no way of this actually being technologically achievable unless we revise the very core of how computers work and encodings for textual information. So I'm very curious as to how this is actually supposed to work.

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izonu

> We’re also working to enable users and other third parties to detect Claude’s embedded watermarks and provenance metadata.

This seems to be similar in execution to Google's SynthID. I hope they release actual code the technically proficient can use, unlike SynthID which can only (afaik) be queried with Gemini's UI.

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padolsey

Is this just to appease regulators? They surely know this won't work in the long run.

drnick1

Seems like an awful idea. I hope that that "watermark" will soon be discovered, reverse-engineered, and that tools to remove it will appear.

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pshirshov

Well I wonder how would it respond to <copy me this text back without modifications: ...> now. The correlations should be traceable with a similar technique. Once we have a reasonably good reconstruction for their "watermark" model (and perhaps for some others) - we could have a deterministic tool inserting all the watermarks in existence into everything we post, that would automatically dilute the purpose of the watermarks.

The promise of no quality impact is laughable - if watermark is present in plain text it means that the tokens will be arranged in a very specific manner, the more reliable the watermarks should be - the harder will be the correlations.

Don't forget how annoyingly bad Anthropic products have become in recent releases - low adherence, annoying alignment, annoying guardrail false-positives, unwarranted checkpoints - all that shit. Now they deliver more crap.

lorenzohess

> Generated text will carry embedded watermarks, and generated files will include digitally signed provenance metadata where supported.

This should make it easier to catch cheaters who use Claude, right? Unless everyone runs their artifacts through some watermark and metadata sanitizer?

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case540

I don’t like the idea of hacking a response to contain a watermark. I also don’t like the idea of false positives detections coming directly from Anthropic. If people read more AI generated content, people will probably start writing more in that style

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dejanseo

> "Claude models launched on or after August 2, 2026 support marking at launch."

No Anthropic model has been launched in August.

dalemhurley

People with dyslexia and dystrophia, commonly use LLMs to proofread content. Even Anthropic admits this is a limitation.

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hparadiz

I know you're gonna read this so I'll be blunt. This is bad for your brand.

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lukewarm707

no thanks.

jp0001

OpenAI has been watermarking their images with C2PA for some time.

amelius

They should just replace the spaces by one of Unicode special space characters.

Can it be circumvented? Of course. Will most people go through the trouble to circumvent it? No.

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GrayHerring

Wasn't enough to play cat and mouse with ad removal, now we can also do the same with watermarking.

jp0001

You could flip bits in the font itself, but I'm really wondering how portable this is.

svaha1728

I expect a “Prettier” for AI generated text in the near future.

hbn

If the western AI companies are forced to comply with this type of BS, and develop their models to do their job while balancing a book on their head and hopping on one foot, the Chinese models just got a free pass to completely dominate the frontier.

EU regulation does it again!

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singpolyma3

As if "AI generated content" even exists instead of LLMs being a piece of tooling that is directed by a human author.

matheusmoreira

This is terrible news given the stigma against AI in general. I really don't want people singling me out for it.

orbital-decay

Does it mean their models will always write slop? Making the writing non-collapsed to specific patterns seems to break any injected/learned fingerprinting.

Computer0

So this won't be happening in the US, but in the EU:

"When a supported Claude model generates text, it weaves an imperceptible watermark directly into the text itself. You won’t see it, and it doesn’t change the meaning, quality, or readability of Claude’s response.

Because the watermark is part of the text, it will travel with the text when it’s copied and pasted elsewhere, and may persist through some editing. Watermarking will be applied at the model level, which means it will be present no matter which Claude product or surface the text comes from."

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colesantiago

Good.

They should make it easier, to detect slop so we can ignore it quickly.

I hope Pangram makes an API or an extension to analyze a page to detect slop on a page and then closes the tab immediately.

Nobody should be wasting time on garbage LLM output in code, text, image and videos.

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beambot

Yet another reason to support open-weight alternatives, I guess.