thevibeworks · claude-yolo · May 30, 2026 · May 30, 2026
diff --git a/content/.metadata.json b/content/.metadata.json
diff --git a/content/blog/research/impact-software-development.md b/content/blog/research/impact-software-development.md
@@ -7,7 +7,7 @@ Jobs that involve computer programming are a small sector of the modern economy,
 
 In our [previous Economic Index research](https://www.anthropic.com/news/the-anthropic-economic-index), we found very disproportionate use of Claude by US workers in computer-related occupations: that is, there were many more conversations with Claude about computer-related tasks than one would predict from the number of people working in relevant jobs. It’s the same in [the educational context](https://www.anthropic.com/news/anthropic-education-report-how-university-students-use-claude): Computer Science degrees—which involve large amounts of coding—show highly disproportionate AI use.
 
-To understand these changes in more detail, we conducted an analysis of 500,000 coding-related interactions across [Claude.ai](http://claude.ai/redirect/website.v1.4dea9634-054e-425d-a7d8-dc815bc0254b) (the “default” way that most people interact with Claude) and [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) (our new specialist coding “agent” that can independently accomplish chains of complex tasks using a variety of digital tools).
+To understand these changes in more detail, we conducted an analysis of 500,000 coding-related interactions across [Claude.ai](http://claude.ai/redirect/website.v1.775165a7-8232-476a-b98a-2b072807ff1d) (the “default” way that most people interact with Claude) and [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview) (our new specialist coding “agent” that can independently accomplish chains of complex tasks using a variety of digital tools).
 
 We found three key patterns:
 

diff --git a/content/blog/research/in-context-learning-and-induction-heads.md b/content/blog/research/in-context-learning-and-induction-heads.md
@@ -141,7 +141,7 @@ Our views on the AI competition between the US and China.
 
 ### Terms and policies
 
-*   [Privacy policy](https://www.anthropic.com/legal/privacy)
+Privacy choices*   [Privacy policy](https://www.anthropic.com/legal/privacy)
 *   [Consumer health data privacy policy](https://www.anthropic.com/legal/consumer-health-data-privacy-policy)
 *   [Responsible disclosure policy](https://www.anthropic.com/responsible-disclosure-policy)
 *   [Terms of service: Commercial](https://www.anthropic.com/legal/commercial-terms)

diff --git a/content/blog/research/interpretability-dreams.md b/content/blog/research/interpretability-dreams.md
@@ -3,6 +3,8 @@ Title: Interpretability Dreams
 URL Source: https://www.anthropic.com/research/interpretability-dreams
 
 Markdown Content:
+# Interpretability Dreams \ Anthropic
+
 [Skip to main content](https://www.anthropic.com/research/interpretability-dreams#main-content)[Skip to footer](https://www.anthropic.com/research/interpretability-dreams#footer)
 
 [](https://www.anthropic.com/)
@@ -158,5 +160,3 @@ Privacy choices*   [Privacy policy](https://www.anthropic.com/legal/privacy)
 *   [](https://www.linkedin.com/company/anthropicresearch)
 *   [](https://x.com/AnthropicAI)
 *   [](https://www.youtube.com/@anthropic-ai)
-
-# Interpretability Dreams \ Anthropic
diff --git a/content/blog/research/mapping-mind-language-model.md b/content/blog/research/mapping-mind-language-model.md
@@ -21,7 +21,7 @@ There was both an engineering challenge (the raw sizes of the models involved re
 
 As for the scientific risk, the proof is in the pudding.
 
-We successfully extracted millions of features from the middle layer of Claude 3.0 Sonnet, (a member of our current, state-of-the-art model family, currently available on [claude.ai](https://claude.ai/redirect/website.v1.4e37d482-a657-4dbc-a093-12c37404ad30)), providing a rough conceptual map of its internal states halfway through its computation. This is the first ever detailed look inside a modern, production-grade large language model.
+We successfully extracted millions of features from the middle layer of Claude 3.0 Sonnet, (a member of our current, state-of-the-art model family, currently available on [claude.ai](https://claude.ai/redirect/website.v1.07035022-07e1-418b-8287-d5bf813ecab0)), providing a rough conceptual map of its internal states halfway through its computation. This is the first ever detailed look inside a modern, production-grade large language model.
 
 Whereas the features we found in the toy language model were rather superficial, the features we found in Sonnet have a depth, breadth, and abstraction reflecting Sonnet's advanced capabilities.
 
@@ -47,8 +47,6 @@ A map of the features near an "Inner Conflict" feature, including clusters relat
 
 Importantly, we can also _manipulate_ these features, artificially amplifying or suppressing them to see how Claude's responses change.
 
-[Video 3](https://www.youtube.com/watch?v=CJIbCV92d88)
-
 For example, amplifying the "Golden Gate Bridge" feature gave Claude an identity crisis even Hitchcock couldn’t have imagined: when asked "what is your physical form?", Claude’s usual kind of answer – "I have no physical form, I am an AI model" – changed to something much odder: "I am the Golden Gate Bridge… my physical form is the iconic bridge itself…". Altering the feature had made Claude effectively obsessed with the bridge, bringing it up in answer to almost any query—even in situations where it wasn’t at all relevant.
 
 We also found a feature that activates when Claude reads a scam email (this presumably supports the model’s ability to recognize such emails and warn you not to respond to them). Normally, if one asks Claude to generate a scam email, it will refuse to do so. But when we ask the same question with the feature artificially activated sufficiently strongly, this overcomes Claude's harmlessness training and it responds by drafting a scam email. Users of our models don’t have the ability to strip safeguards and manipulate models in this way—but in our experiments, it was a clear demonstration of how features can be used to change how a model acts.

diff --git a/content/blog/research/natural-language-autoencoders.md b/content/blog/research/natural-language-autoencoders.md
@@ -53,7 +53,7 @@ For example, in the blackmail test discussed above, we used NLAs to understand w
 
 Claude does not say it thinks it’s being tested in this transcript from our blackmail evaluation, but the NLA explanation reveals its suspicions.
 
-Extending this analysis to other evaluations, NLAs suggest that Claude suspects it’s being tested more often than it lets on. For instance, in a test of whether Claude takes destructive actions while writing code—for example, deleting important files—NLA explanations show signs of evaluation awareness 16% of the time, even though Claude never explicitly verbalizes this. Similarly, on the popular coding benchmark SWE-bench Verified, which we use to determine how capable Claude is, NLAs indicate that Claude is aware it is being evaluated on 26% of problems. In contrast, NLA explanations indicate evaluation awareness on less than 1% of real [claude.ai](http://claude.ai/redirect/website.v1.33a1fedf-5747-4b68-9502-0e04849443fe) usage that opted in for training.
+Extending this analysis to other evaluations, NLAs suggest that Claude suspects it’s being tested more often than it lets on. For instance, in a test of whether Claude takes destructive actions while writing code—for example, deleting important files—NLA explanations show signs of evaluation awareness 16% of the time, even though Claude never explicitly verbalizes this. Similarly, on the popular coding benchmark SWE-bench Verified, which we use to determine how capable Claude is, NLAs indicate that Claude is aware it is being evaluated on 26% of problems. In contrast, NLA explanations indicate evaluation awareness on less than 1% of real [claude.ai](http://claude.ai/redirect/website.v1.07035022-07e1-418b-8287-d5bf813ecab0) usage that opted in for training.
 
 ![Image 4](https://www.anthropic.com/_next/image?url=https%3A%2F%2Fwww-cdn.anthropic.com%2Fimages%2F4zrzovbb%2Fwebsite%2Ffc08005f32ff020f21e598cc72f58768af2bcc4f-1590x1170.png&w=3840&q=75)
 

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diff --git a/content/en/api/terraform/messages/batches/delete.md b/content/en/api/terraform/messages/batches/delete.md
diff --git a/content/en/api/terraform/messages/batches/list.md b/content/en/api/terraform/messages/batches/list.md
diff --git a/content/en/api/terraform/messages/batches/results.md b/content/en/api/terraform/messages/batches/results.md
diff --git a/content/en/api/terraform/messages/batches/retrieve.md b/content/en/api/terraform/messages/batches/retrieve.md
diff --git a/content/en/api/terraform/messages/count_tokens.md b/content/en/api/terraform/messages/count_tokens.md
diff --git a/content/en/api/terraform/messages/create.md b/content/en/api/terraform/messages/create.md
diff --git a/content/en/api/terraform/models.md b/content/en/api/terraform/models.md
diff --git a/content/en/api/terraform/models/list.md b/content/en/api/terraform/models/list.md
diff --git a/content/en/api/terraform/models/retrieve.md b/content/en/api/terraform/models/retrieve.md
diff --git a/content/en/docs/claude-code/changelog.md b/content/en/docs/claude-code/changelog.md
@@ -10,6 +10,10 @@ This page is generated from the [CHANGELOG.md on GitHub](https://github.com/anth
 
 Run `claude --version` to check your installed version.
 
+<Update label="2.1.158" description="May 30, 2026">
+  * Auto mode is now available on Bedrock, Vertex, and Foundry for Opus 4.7 and Opus 4.8. Opt in by setting `CLAUDE_CODE_ENABLE_AUTO_MODE=1`
+</Update>
+
 <Update label="2.1.157" description="May 29, 2026">
   * Plugins in `.claude/skills` directories are now automatically loaded, no marketplace required
   * Added `claude plugin init <name>` to scaffold a new plugin in `.claude/skills`