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Claude's text watermark has a loophole on two older models: change the sampling settings and it disappears

By Himanshu Sakre·

Photo: fauxels / Pexels

Anthropic is adding a statistical text watermark to older Claude models ahead of the EU AI Act's marking rules. Per its customer email, as quoted by The Decoder, Opus 4.6 and Sonnet 4.6 only carry the mark at default temperature, top_p and top_k.

Anthropic is putting a statistical watermark into the text its models write, and for two older models the mark can be switched off by changing a sampling setting. The detail comes from a customer email reported by The Decoder on October 31, 2026. It sits inside a broader compliance effort that Anthropic has documented itself.

What Anthropic says it is doing

Anthropic's support page says the company has signed the EU AI Act's Article 50(2) Code of Practice on Transparency of AI-Generated Content, as a provider of both models and systems. Article 50(2) requires providers of AI systems that generate synthetic audio, image, video or text to mark outputs "in a machine-readable format and detectable as artificially generated or manipulated." The rule is published as applying from August 2, 2026, and it asks for solutions that are "effective, interoperable, robust and reliable as far as this is technically feasible," with exemptions for systems that only assist with standard editing.

Claude uses two methods. Text watermarks are embedded at the model level, so they apply regardless of the product used. Files get C2PA Content Credentials, signed provenance metadata, where Claude can generate files such as PNG or JPEG images. Text watermarks apply on Amazon Web Services, Google Cloud and Microsoft Foundry as well as Anthropic's own surfaces.

Models launched in the EU on or after August 2, 2026 are meant to support marking from day one. Older models are on a transition. Anthropic says it is adding watermarks to outputs from models released before that date.

The loophole

The Decoder reports that Anthropic told API customers it will watermark Claude Mythos 5, Opus 4.7, Opus 4.6 and Sonnet 4.6, while Opus 5.5 already carries the mark. For Opus 4.6 and Sonnet 4.6, the report says the watermark applies only if temperature, top_p and top_k stay at their defaults. Changing any one of them avoids it.

The email as quoted says: "If you rely on the watermark for your own compliance, keep these settings at their defaults." The Decoder notes that this caveat is not stated for Mythos 5 or Opus 4.7, which it reads as meaning those models are marked regardless of settings. We have not seen the email, so treat the settings detail as reported, not confirmed.

“marked in a machine-readable format and detectable as artificially generated or manipulated”

EU AI Act, Article 50(2), as published at artificialintelligenceact.eu

Anthropic's public support page lists first-party text marking for a wider set of older models, including Opus 4.5 and Sonnet 4.5. It does not describe the sampling-settings condition in the portion we read. The page is also explicit that cloud partner coverage is clearer for newer models than older ones.

Top view of documents, laptop, coffee, and magnifying glass on office desk
A document under close inspection, the kind of check a text watermark detector is meant to support. Photo: Pavel Danilyuk / Pexels

How a text watermark works, and why settings matter

The Decoder says Anthropic uses a variant of Google DeepMind's SynthID text method. The idea is to nudge the randomness behind each word choice so that the finished text carries a statistical pattern a detector can test for. Nothing is added to the text, and no extra tokens are used.

That explains the loophole. If the mark is built into how the model samples its next word, then changing the sampling parameters changes the process the mark depends on. A developer who sets a different temperature is, in effect, running a different sampler. It is plausible that older models implement the mark only under default sampling, which is what the email appears to say.

What the mark cannot tell you

Anthropic is candid about limits. A detected mark is a signal, not proof of provenance, since Claude may only have proofread, translated or summarized the content. A missing mark does not prove a human wrote it: marks may be absent if the text came from a model before marking support, was heavily edited or translated, was very short, or had its metadata stripped.

Detection itself is limited. Anyone can check files for a Claude Content Credential with the free Claude Content Checker. Watermark detection, though, is in private preview for eligible organizations such as regulators, law enforcement, media, fact-checkers, researchers, educators and EU civil society groups. The general public cannot test a paragraph.

Critics quoted by The Decoder raise two concerns. One is that picking words by watermark key rather than best fit can reduce precision. The other, from Artificial Lawyer, is that clients who ban AI use could detect the mark in documents from law firms, and that multiple watermarks in one document could create complications.

The competitive picture

The Decoder says OpenAI launched its own system, textGrain, in October 2026, on by default only for ChatGPT and Codex users in the EU, with API customers able to toggle it and a default of off. It adds that Google DeepMind open-sourced SynthID text and built it into Gemini. Compare that with Anthropic's setting: always on, with no customer opt-out, according to the same report. See our EU AI Act deadlines tracker for the dates that drive all three approaches.

What developers should check today

Three practical steps follow from the sources. First, list which Claude models your product calls and compare them with the support page's model table. Second, find out whether your code overrides temperature, top_p or top_k anywhere, including through frameworks that set them for you. Third, decide what you will do if a downstream reader finds no watermark: Anthropic's own guidance says that proves nothing, so build any process on that assumption rather than on the mark.

Our take

Watermarking is a compliance tool and it should be judged as one. On that test Anthropic's rollout is serious: documented, model-level, with file credentials and a detection program. The sampling loophole shows the weak point of any text watermark, which is that a user who controls generation settings can often weaken it.

If you run Claude in a regulated setting, do three things: read Anthropic's page, pin sampling defaults where you depend on the mark, and do not treat an absent mark as evidence of anything. We would watch for Anthropic's promised technical guidance and for whether the EU's code of practice signatories converge on one detection method.

Frequently asked questions

Does Claude watermark its text outputs?

Yes. Anthropic's support page says text watermarks are embedded at the model level, and Claude models launched in the EU on or after August 2, 2026 support marking at launch. Earlier models are being added in stages.

What is the Claude watermark loophole on Opus 4.6 and Sonnet 4.6?

Per Anthropic's customer email as reported by The Decoder on October 31, 2026, the watermark on those two models applies only when temperature, top_p and top_k remain at default values. Changing any one avoids it.

Why is Anthropic adding watermarks to Claude?

Anthropic signed the EU AI Act Article 50(2) Code of Practice, which requires providers to make synthetic outputs machine-readable and detectable as AI-generated, with the rule published as applying from August 2, 2026.

Can anyone detect the Claude text watermark?

Not yet. Anthropic says detection is in private preview for eligible organizations such as regulators, media, researchers and fact-checkers. Anyone can check files for Content Credentials with the free Claude Content Checker.

Does a missing watermark prove text was written by a human?

No. Anthropic says marks may be absent if the text came from an older model, was heavily edited or translated, was very short, or had metadata stripped. A detected mark is also only a signal.

How does OpenAI's watermarking compare?

The Decoder reports that OpenAI launched textGrain in October 2026, on by default only for ChatGPT and Codex users in the EU, with API customers able to toggle it and a default of off.

Sources

What each one is, and whose it is.

  1. 1

    How Claude marks AI-generated content, Anthropic Support (October 31, 2026)

    Documentation
  2. Press reportIndependent of the vendor
  3. 3

    Article 50: Transparency obligations for providers and deployers of certain AI systems, EU Artificial Intelligence Act (artificialintelligenceact.eu) (August 1, 2024)

    DocumentationIndependent of the vendor