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  1. Simon Willison

    Quoting Felix Rieseberg

    中文摘要

    “旧版”的Cowork在云端进行模型推理,在你电脑上我们提供的Anthropic虚拟机中执行工具调用。我们添加了这个虚拟机是出于功能、安全和保密的考虑——只映射你明确添加到会话中的数据。人们喜欢他们能用Claude做的事情,但不喜欢在本地运行虚拟机所消耗的磁盘、电池和性能资源。另外,人们也不喜欢关闭笔记本电脑意味着工作就停止。 “新版”的Cowork在云端进行模型推理和虚拟机运行。每个会话都有自己的沙盒,不会与其他会话共享状态。当虚拟机需要用户设备上的某些内容(比如一个文件)时,桌面应用程序负责进行该文件访问的工具调用。 [...] 我们认为这解决了我们听到的很多问题(比如用手机使用Cowork、保持工作运行,或者在不消耗虚拟机电池的情况下获得同样的功能)——Felix Rieseberg,Anthropic,另请参见此帮助页面 标签:claude-cowork , anthropic , claude , generative-ai , ai , general-agents , llms

    英文原文

    The "old" version of Cowork runs model inference in the cloud, executing tool calls in an Anthropic-provided VM we shipped to your computer. We added the VM for capability, safety, and security reasons - mapping in just the data you explicitly added to your session. People loved what they were able to do with Claude but didn't love the disk, battery, and performance cost of running the VM locally. Also, people didn't love that closing your laptop means the work stops. The "new" version of Cowork runs model inference and the VM in the cloud. Each session gets its own sandbox, not sharing state with other sessions. When the VM needs something on the users' device (like a file), the desktop app is responsible for that file access tool call. [...] We think this solves a lot of problems we've heard about (like using Cowork from a phone, keeping work running, or getting all the same power without losing battery to the VM) — Felix Rieseberg , Anthropic, see also this help page Tags: claude-cowork , anthropic , claude , generative-ai , ai , general-agents , llms

  1. Simon Willison

    Quoting Anthropic Frontier Red Team

    中文摘要

    我们在[内部二进制利用基准测试](随机选取的)100个任务上评估了多个模型,发现GLM-5.3在4%的试验中实现了完整的控制流劫持;Claude Mythos Preview则在6%的试验中实现了这一点。尽管GLM-5.3在此处的表现不如Claude Mythos Preview,但显然已经跨越了一个重要的阈值:早期的模型,如Claude Opus 4.6和GLM-5.2,在这些任务中均未取得任何成功。 — Anthropic Frontier Red Team , GLM-5.3 和先进网络能力的扩散 标签:anthropic , 生成式ai , ai安全研究 , glm , ai , ai在中国 , llms

    英文原文

    We evaluate several models on 100 tasks from the [internal Binary Exploitation benchmark] (selected at random), and find that GLM-5.3 develops full control flow hijacks in 4% of the trials; Claude Mythos Preview did so in 6%. Although GLM-5.3 performs below Claude Mythos Preview here, a meaningful threshold has clearly been crossed: earlier models, like Claude Opus 4.6 and GLM-5.2, do not succeed in any of them. — Anthropic Frontier Red Team , GLM-5.3 and the spread of advanced cyber capabilities Tags: anthropic , generative-ai , ai-security-research , glm , ai , ai-in-china , llms

  1. Simon Willison

    llm-anthropic 0.30

    中文摘要

    发布:llm-anthropic 0.30 除了 Claude Sonnet 5.5 之外,此版本还增加了运行 llm anthropic refresh 的功能,可以直接从他们的 API 刷新 Anthropic 模型列表——这意味着我不需要发布新版本就可以支持新发布的模型。我还添加了一个 llm anthropic count 命令,可以使用他们的免费标记计数 API,在您发送提示之前返回任何提示将使用的标记数量。标签:llm,anthropic

    英文原文

    Release: llm-anthropic 0.30 In addition to Claude Sonnet 5.5, this release adds the ability to run llm anthropic refresh to refresh the list of Anthropic models directly from their API - which means I don't need to push a new release just to add support for a newly released model. I also added an llm anthropic count command which can use their free token counting API to return a count of tokens that will be used by any prompt, before you send that prompt. Tags: llm , anthropic

  2. Simon Willison

    Claude Sonnet 5.5

    中文摘要

    Anthropic 今天推出了新的 Sonnet 5.5 模型。他们表示,该模型“运行速度提高了30%以上,大多数工作成本最多降低30%”,其定价与 Sonnet 5 相同,但似乎在所有基准测试中都优于 Sonnet 5,运行成本也更低。这里有一些火烈鸟骑自行车的图片。Sonnet 5.5 与 Opus 5.5 有相同的错误:在“最大”思考力度下,火烈鸟思考了128,000个标记(花费1.28美元)后耗尽标记,未能生成SVG。这是它在“xhigh”思考力度下给出的火烈鸟,花费了5.74美分,耗时41秒:Sonnet 5.5 在一些编码任务上几乎与 Opus 5.5 相当,包括各种流行的3D动画技巧。Sonnet 5.5 最有趣的地方是,它现在是 claude.ai 免费层级所使用的模型。OpenAI 的 ChatGPT 免费层级使用的是 Luna 5.6,这意味着 Anthropic 目前拥有更强大的免费产品。我将这个提示发送到该免费层级:用 WebGL 为我构建一个显示三维火烈鸟骑自行车的 HTML 页面,然后得到了这个页面,这是一项扎实的工作。Anthropic 的公告重申,Haiku 5.5 将会在“下周内”推出。

    英文原文

    Claude Sonnet 5.5 New Sonnet model from Anthropic today. They say it "runs 30%+ faster, and costs up to 30% less for most work" - it's priced the same as Sonnet 5 but appears to beat it on every benchmark, and should be cheaper to run as well. Here are some pelicans riding bicycles . Sonnet 5.5 suffered from the same bug as Opus 5.5 : the "max" thinking effort pelican thought for 128,000 tokens (at a cost of $1.28) before running out of tokens and failing to produce an SVG. Here's the pelican it gave me for thinking effort "xhigh", at a cost of 5.74 cents and taking 41 seconds: Sonnet 5.5 appears to be almost as good as Opus 5.5 on some coding tasks, including various viral 3D animation tricks . The most interesting thing about Sonnet 5.5 is that it's now the model used for the free tier on claude.ai . OpenAI's ChatGPT free tier uses Luna 5.6, which means Anthropic currently have a much more capable free offering. I ran this prompt against that free tier: build me an HTML page that renders a three-dimensional pelican riding a bicycle using WebGL And got back this page , which is a solid effort. Anthropic's announcement reiterates that Haiku 5.5 will be available "in the coming week

  1. Simon Willison

    Kākāpō Party

    中文摘要

    工具:卡卡波派对 昨天我为WeAreDevelopers世界开发者大会北美会议做了闭幕主题演讲。作为一个STAR时刻,我决定融入我们2026年创纪录的卡卡波繁殖季节的参考信息。在我的结束幻灯片中,我想进行庆祝,我注意到有关Claude Opus 5.5在创建像素艺术动画方面表现非常出色的消息。因此,我从Google图片搜索中收集了三张卡卡波的照片,并将其输入到Claude中,提示内容如下:这些是一些卡卡波鹦鹉的照片,只是为了提醒你它们长什么样子。我需要你用HTML 5画布创建一个像素艺术动画,明显是像素艺术的卡卡波在上下跳跃,正在开派对,有彩带等——至少要有20只。这是演讲的文本记录,这是生成的页面。这真的很棒!我想将它嵌入到Keynote演示文稿文件中,所以我下载了HTML文件,并告诉本地的Claude Code会话:生成一个文件:///Users/simon/Downloads/kakapo-party.html的视频——你需要在浏览器中加载它并点击几次以触发彩带效果,视频应为15秒长,直到3秒后才开始点击,确保几次点击分散开来。

    英文原文

    Tool: Kākāpō Party I presented a closing keynote for the WeAreDevelopers World Congress North America yesterday. As a STAR moment I decided to weave in references to the record breaking kākāpō breeding season we had in 2026. For my closing slide I wanted to celebrate, and I had seen some buzz around how good Claude Opus 5.5 was at creating pixel art animations. So I rounded up three Kakapo photos from Google image search and dropped them into Claude with this prompt: Here are some photos of kakapo parrots just to remind you what they look like I need you to make an animation in animated pixel art on HTML 5 canvas of obviously pixel art kakapo jumping up and down having a party with confetti and suchlike - there should be at least 20 of them Here's the transcript , and this is the resulting page . It's pretty great! I wanted to embed it in a Keynote presentation file, so I downloaded the HTML and told a local Claude Code session: Make me a video of file:///Users/simon/Downloads/kakapo-party.html - you need to load it in a browser and click on it a few times to get the confetti effect, the video should be 15s long don't start clicking until 3s in make sure several clicks are spread a

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