Anthropic 的全部动态：Claude 系列模型、Claude Code、安全研究路线与公司进展的持续追踪。
当前仅显示精选新闻Anthropic 发布 Claude Managed Agents，一套用于构建和部署云托管 AI Agent 的可组合 API，核心是经调优的 Harness 编排引擎。架构上将 Session、Harness、Sandbox 三层解耦，凭证不进入沙箱，官方称 p50 TTFT 下降约 60%。定价为标准 token 费率加每 Session 活跃运行时间 $0.08/小时，空闲时间不计费。
推荐理由：文章拆解了 Managed Agents 的 Harness 解耦架构与计费方式，可据此理解 Anthropic 转向 Agent 基础设施的路径。
Anthropic 的 Claude Code 团队成员 Thariq Shihipar 撰文介绍团队用 HTML 替代 Markdown 作为 Claude Code 输出格式的做法。
推荐理由：作者以 Claude Code 团队的实践说明用 HTML 替代 Markdown 做输出在信息密度和可读性上的取舍，附带的示例提示词可以直接套用。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
推荐理由：Karpathy 宣布加入 Anthropic 并回归一线 R&D，读者可借此了解前沿实验室的人才流向。
Nick Joseph 发文欢迎 Andrej 加入预训练团队，Andrej 将组建一个专注用 Claude 加速预训练研究本身的团队。swyx 转发这条消息并评论 rsi is here。
Excited to welcome Andrej to the Pretraining team! He'll be building a team focused on using Claude to accelerate pretraining research itself. I can’t think of anyone better suited to do it — looking forward to what we build together!
推荐理由：预训练团队迎来 Andrej 并将用 Claude 加速预训练研究本身，转发者把这条人事消息接到 RSI 的讨论上。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
推荐理由：作者从 Karpathy 官宣措辞中的 formative 一词切入，解读这次人事变动所指向的技术路线倾向。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
推荐理由：Karpathy 亲自宣布加入 Anthropic 并回归研发，读者可据此了解一线研究者在前沿实验室间的最新流向。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
推荐理由：Karpathy 宣布加入 Anthropic 并重返一线 R&D，他此前是 OpenAI 创始团队成员和 Tesla AI 前总监。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
推荐理由：Karpathy 从教育与顾问角色重返前沿实验室，为观察大模型竞争的人才流向提供了一个新样本。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
推荐理由：Karpathy 宣布加入 Anthropic 并称将回到研发一线，为观察前沿 LLM 团队的人才动向提供一手信息。
NVIDIA’s Ian Buck hand-delivered the first-ever NVIDIA Vera CPUs to our partners @AnthropicAI, @OpenAI, @SpaceX, and @OracleCloud. 🎉 Vera is NVIDIA's first custom CPU, purpose-built for the age of agentic AI. This is just the beginning. The road to Vera-powered systems starts here. Thank you to our partners for being on this journey with us. The best is yet to come. 💚 Video
推荐理由：英伟达把自研 CPU Vera 定位为 Agent 编排与工具调用的中枢，交付对象透露出这类常驻负载的硬件思路。
Anthropic is acquiring @stainlessapi, an SDK and MCP server platform that has powered every Anthropic SDK since the earliest days of our API. Read more: anthropic.com/news/anthropic…
推荐理由：作者把 SDK 与 MCP 工具链的归属变化作为切口，讨论这次收购会如何影响开发者的选择空间。
Anthropic 在 Claude Managed Agents 中推出 dreaming 研究预览，并开放 outcomes、多智能体编排和 webhooks。
推荐理由：官方公布了 dreaming、outcomes 与多智能体编排的具体机制和内部基准数据，可了解 Managed Agents 的能力边界与实际收益。
Anthropic 宣布 Claude Managed Agents 支持自托管沙箱和 MCP 隧道，让智能体在企业自身边界内执行工具并访问私有网络中的 MCP 服务器。
推荐理由：原文给出自托管沙箱与 MCP 隧道的边界划分和支持的沙箱提供商，读者可据此评估企业内智能体部署路径。
Anthropic 宣布收购 SDK 与 MCP server 工具服务商 Stainless，将 Stainless 团队并入 Anthropic，以扩展 Claude 连接数据与工具的能力。
推荐理由：官方说明收购 SDK 与 MCP 工具团队，读者可据此理解 Claude 平台在智能体连接层的布局。
Anthropic 发布内部手册《Founder's Playbook》，基于 Claude Code 和一批 YC 创始人的踩坑经验，提出 AI 会让创业失败率上升而非下降。
x.com/i/article/205523912843…
推荐理由：Anthropic 把 Claude Code 在创业各阶段的踩坑经验拆成四个阶段，读者可对照自查原型验证与技术债。
Video of exploit in action. Source: blog.calif.io/p/first-public… Video
推荐理由：三位研究者用 AI 模型做出绕过 Apple M5 MIE 的内核漏洞利用，读者可看到 AI 辅助安全研究的一条具体路径。
We've published a paper that explains our views on AI competition between the US and China. The US and democratic allies hold the lead in frontier AI today. Read more on what it’ll take to keep that lead: anthropic.com/research/2028-…
推荐理由：作者从商业利益角度拆解对华算力出口报告，点出NVIDIA与Anthropic在管制立场上的利益差异。
推荐理由：用估值与 ARR 两组数字呈现 Anthropic 近几个月的增长速度，可作为观察头部模型公司商业化的参照。
Automating AI research is the next major step in AI We let Claude Code (Opus 4.7) and Codex (GPT 5.5) run autonomously on the nanoGPT speedrun optimizer track using our idle compute. ~10k runs, ~14k H200 hours Opus now holds the record at 2930 steps vs the 2990 human baseline
推荐理由：Prime Intellect 用闲置算力让智能体自主优化 nanoGPT 训练，显示其擅长组合已有方法但在创新上受限，实验日志已开源。
Krishna Rao is the CFO of Anthropic, and this is his first podcast appearance. He joined the company two years ago when run-rate revenue was about $250M. Today it is $30B. He has helped raise ~$75B and is responsible for the procurement and allocation of compute. I feel lucky we get to hear what it is like to sit inside a company this consequential at a moment this pivotal. We discuss: - The cone of uncertainty - How he allocates compute across Trainium, TPUs, and GPUs - What investors misunderstand about model companies - Why the returns to frontier intelligence keep rising - Platform vs application and where Anthropic builds its own products - How Anthropic uses Claude internally I have asked my closing question about the kindest thing more than 500 times. Krishna's answer is one I have never heard before. Enjoy! Timestamps: 0:00 Intro 2:38 The Compute Canvas 6:51 The "Cone of Uncertainty" 11:58 Why the Returns to Frontier Intelligence Are So High 16:45 Recursive Self-Improvement 20:20 Scaling Laws 23:30 Sourcing $100 Billion in Compute 28:05 Platform vs. Application Strategy 32:52 Pricing Dynamics 38:48 How Anthropic’s Finance Team Uses Claude 43:24 Raising Capital & Overcoming Investor Skepticism 52:32 Public Perception, Risks, and Government Regulation 57:25 Mythos Release 1:12:33 What Could Derail the AI Revolution? 1:13:47 Biotech and Healthcare 1:15:31 The Kindest Thing Video
推荐理由：借 Anthropic CFO 首次播客长谈，读者可了解头部 AI 公司的算力采购规模与分配逻辑。