用 Opus 5.5 + Lean 做形式化验证,发现人类难察觉的 BugOpus 5.5 + Lean formal verification finds hard-to-spot bugs
Claude Code 负责人 Boris Cherny 用 Opus 5.5 通过 Lean 对 Claude Agent SDK 进行形式化验证。仅用几条短 prompt 就产出 16 个 PR,修复了各种 bug 和竞态条件。他也结合 TLA+ 检查数据流、并发和状态管理问题。Cherny 表示自己对这两种语言都不精通,但 Claude 表现优秀,这种形式化建模方式对发现人类可能忽略的 bug 非常有用,并抛出问题:形式化验证是否会成为编码(至少是找 bug)的未来?
Claude Code lead Boris Cherny used Opus 5.5 to formally verify the Claude Agent SDK in Lean. A couple of short prompts produced 16 PRs fixing bugs and race conditions. He also combines Lean with TLA+ to probe data flow, concurrency and state management. Cherny admits he does not know either language well, yet Claude excels at both; the approach is highly useful for formally modeling code and surfacing issues a human would likely miss. He asks whether formal verification is the future of coding—or at least of bug finding.
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Opus 5.5 在 Blender 中从单条 Prompt 重建 1906 年旧金山 Market StreetOpus 5.5 rebuilds 1906 San Francisco Market Street in Blender from one prompt
Anthropic 研究员 Alex Albert 用 Opus 5.5 在 Blender 中重建了 1906 年地震前的 Market Street。模型先根据 1899-1905 Sanborn 火险地图、Miles Brothers 影片、OpenSFHistory 与 Library of Congress 照片等建立源文件,记录每栋建筑的足迹、高度、立面材料、占用者和置信度,再用纯 Blender Python 生成可复用组件(维多利亚商业立面、孟莎屋顶、凸窗、街灯、缆车等),组装整条街道并输出 10 秒视频。Albert 称更好的 3D 建模与视觉能力让“从单条 prompt 构建整个世界”成为可能。
Anthropic researcher Alex Albert used Opus 5.5 in Blender to recreate Market Street, San Francisco, as it stood on the afternoon of April 17 1906 before the earthquake. The model first built a source file from 1899-1905 Sanborn fire-insurance maps, the Miles Brothers film “A Trip Down Market Street,” period photos from OpenSFHistory, the Library of Congress and David Rumsey, recording every building’s footprint, height, façade material, occupant and source confidence. Everything was then generated in pure Blender Python with reusable generators (Victorian commercial façades, mansard roofs, bay windows, lamps, cable cars, etc.) and assembled into a 10-second video. Albert notes that improved 3D modeling and vision now let you build an entire world from a single prompt.
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Next.js 评测:Opus 5.5、GPT-6 Sol、Fable 5.1 均达 97%,Grok 更便宜Next.js evals: Opus 5.5, GPT-6 Sol, Fable 5.1 all hit 97%; Grok is cheaper
Vercel CEO Guillermo Rauch 公布最新 Next.js 评测结果:Opus 5.5、GPT-6 Sol 与 Fable 5.1 均达到 97%,Grok 4.7 为 94%。值得注意的是 Grok 成本低 2-7 倍。Rauch 同时称赞 Anthropic 发布风格的品味,并指出 AI 让网页可以呈现任何奇思妙想的形态,没有借口不继续推动设计边界。
Vercel CEO Guillermo Rauch shared fresh Next.js eval results: Opus 5.5, GPT-6 Sol and Fable 5.1 all scored 97%, Grok 4.7 scored 94%. Notably Grok is 2-7× cheaper. Rauch also praised the tastefulness of Anthropic’s shipping style and observed that AI removes any excuse not to push the design frontier—any page can now take whatever whimsical or unique shape is desired.
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正确使用模型能力:多花时间理解用户与做实验,而非盲目加功能Use model power for user understanding and experiments, not just more features
Claude Code 团队成员 Thariq 指出,正确使用模型能力的方式不是向生产环境多塞 10 倍功能,而是花更多时间理解用户、尝试实验、构建原型、学习自己不懂的东西,从而真正做出能工作的产品。他同时提到工作流已成为自己使用 Claude 的核心方式,Fable 级智能从成本角度看已能很好地支撑工作流。
Claude Code team member Thariq argued that the right way to use model capabilities is not to ship 10× more features to production. Instead spend more time understanding users, running experiments, building prototypes and learning unfamiliar domains so you can ship things that actually work. He also noted that workflows have become a huge part of how he uses Claude, and Fable-level intelligence is now cost-effective enough to support them.
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Capy 让 PR 提交速度远超单独使用 Codex 或 Claude CodeCapy lets developers drop PRs far faster than Codex or Claude Code alone
Y Combinator 总裁兼 CEO Garry Tan 表示,Capy(@capydotai)让他提交 PR 的速度远超单独使用 Codex 或 Claude Code。他还提到 GStack 会提示用户申请 YC,并强调需要教会世界如何 prompt 并最大化使用 AI,让人们看到它如何在所有追求中赋予翅膀。
Y Combinator President & CEO Garry Tan said Capy (@capydotai) lets him drop PRs much faster than he would with Codex or Claude Code alone. He also noted that GStack actually tells people working on cool things to apply to YC, and stressed the need to teach the world to prompt and maximally use AI so everyone can see how it gives wings to all pursuits.
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