2028: Two scenarios for global AI leadership
…Turning Claude’s thoughts into text AI models like Claude talk in words but think in numbers. In this study we train Claude to translate its thoughts into human-readable text. Donating…
Before explaining our results, we should take a moment to consider what it means for an AI model to introspect. What could they even be introspecting on? Language models like Claude process text (and image) inputs and produce text outputs. Along the way, they perform complex internal computations in order to decide what to say. These internal processes remain largely mysterious, but we know that models use their internal neural activity to represent abstract concepts. For instance, prior research has shown that language models use specific neural patterns to distinguish known vs. unknown peopl
Emergent introspective awareness in large language modelsThe watermark only applies to words Claude chooses. When Claude proofreads text written by a person, what it gives back has generally only been lightly edited; because nearly all the words are the person’s, there’s very little (if anything) for the watermark to attach to. Depending on the length of the text and how heavily Claude has edited it, those changes might not be enough to make Claude’s involvement detectable. The more Claude writes, the more decisions it has to make, and the more space there is for a watermark.
How Claude's text watermarking worksWatermarking does not impact the quality of Claude’s output. To a reader, a watermarked response is indistinguishable from an unwatermarked one (in this way, AI watermarks differ substantially from their namesakes on banknotes, other physical objects, and some digital documents, which are visible to the naked eye). In internal testing, we’ve seen no impact of watermarking on the content, level of creativity, or readability of Claude’s text. In the SynthID-Text paper, which introduced the technique we use, Google DeepMind tested this impact by serving a model that used watermarking to a portion
How Claude's text watermarking worksWe’re implementing watermarking to comply with the EU AI Act. Anthropic, along with several other major AI model providers and around 190 total signatories, signed the EU Code of Practice on Transparency of AI-Generated Content in July 2026. This requires AI system providers to use methods of “marking” AI-generated text. We’re applying watermarking globally at launch because we don't yet have a durable way to scope it by region. However, we will continue to evaluate different approaches, and will share updates when we have them.
How Claude's text watermarking works…Turning Claude’s thoughts into text AI models like Claude talk in words but think in numbers. In this study we train Claude to translate its thoughts into human-readable text. Donating…
…The ephemeral container (claude.ai code execution) Though best known as a chat interface, claude.ai also writes and runs code, generates files, and calls connectors. When Claude runs code inside claude…
…2 We apply our value axis approach to understand how the values expressed by Claude vary across the top 20 languages on Claude.ai . We find: Four key axes capture 15% of…
…Design decisions Why we strip assistant text and tool results We strip assistant text so the agent can't talk the classifier into making a bad call. The agent could generate persuasive…
…could present a substantially higher risk of catastrophic misuse compared to non-AI baselines (e.g., search engines or textbooks). 2 We considered a participant to be “active” if they made at…
Engineering at Anthropic Demystifying evals for AI agents Introduction Good evaluations help teams ship AI agents more confidently. Without them, it’s easy to get stuck in reactive loops—catching issues only…
…They found GPT-3 could generate text as persuasive as human-crafted arguments. Similarly, Goldstein et al. (2024) evaluated AI-generated propaganda against existing human propaganda across six statements, finding that GPT…
Frontier Red Team AI agents find $4.6M in blockchain smart contract exploits Dec 1, 2025 Winnie Xiao*, Cole Killian* Henry Sleight, Alan Chan Nicholas Carlini, Alwin Peng *MATS and the Anthropic…
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