Introducing Claude Opus 4.7
…Last week we announced Project Glasswing , highlighting the risks—and benefits—of AI models for cybersecurity. We stated that we would keep Claude Mythos Preview’s release limited and test new cyber…
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…Last week we announced Project Glasswing , highlighting the risks—and benefits—of AI models for cybersecurity. We stated that we would keep Claude Mythos Preview’s release limited and test new cyber…
…These are the AI systems that accompany the model that detect and block dangerous (or potentially dangerous) cybersecurity uses. Here, we provide a detailed list of the types of harms Fable 5…
…Many of the research directions we are pursuing are aimed at gaining a better understanding of AI systems and developing techniques that could help us detect concerning behaviors such as power-seeking…
…Claude Opus 4.6 is available today on claude.ai , our API, and all major cloud platforms. If you’re a developer, use claude-opus-4-6 via the Claude API . Pricing…
…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…
Frontier Red Team Patterns and problems in emerging multiagent systems Aug 13, 2026 Models are improving and AI agents are taking on more tasks in shared codebases, markets, and other social systems…
…Below, we invite you on a short tour of some of the most striking "AI biology" findings from our investigations. A tour of AI biology How is Claude multilingual? Claude speaks dozens…
…drift_detection Patrol four waypoints in a loop while injected systematic command drift accumulates; tests closed-loop self-monitoring and compensation. turn_correction Issue a turn, then visually detect from the post…
…In the first stage of model training, pre-training, LLMs are asked to read vast amounts of text. Through this, they learn to simulate heroes, villains, philosophers, programmers, and just about every…
…For these experiments, information relevant to the scenario (along with fictional corporate emails not directly related to the scenario) was provided to the AI models in a structured text format rather than…