{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-10-23T15:00:50.408Z","headline":"哈佛物理学家发布开源 BootLoops 框架，用 Claude 完成精确科学计算","description":"哈佛大学物理学家 Matthew Schwartz 在 Anthropic 客座文章中介绍开源框架 BootLoops，用于让 Claude 执行精确科学计算，代码已上架 GitHub。","url":"https://www.aioga.com/news/anwbo290bngnf0nx6n2k07iwa/","mainEntityOfPage":"https://www.aioga.com/news/anwbo290bngnf0nx6n2k07iwa/","datePublished":"2026-10-03T09:19:23.000Z","dateModified":"2026-10-03T09:19:23.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://the-decoder.com/open-source-bootloops-harness-supports-ai-models-in-performing-precise-scientific-calculations","https://aihot.news/items/anwbo290bngnf0nx6n2k07iwa"],"canonicalUrl":"https://www.aioga.com/news/anwbo290bngnf0nx6n2k07iwa/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：哈佛大学物理学家 Matthew Schwartz 在 Anthropic 客座文章中介绍开源框架 BootLoops，用于让 Claude 执行精确科学计算，代码已上架 GitHub。 Aioga 将其归入「行业动态」方向，重点关注它对真实使用和行业竞争的影响。","url":"https://www.aioga.com/news/anwbo290bngnf0nx6n2k07iwa/","dateCreated":"2026-10-03T09:19:23.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"The Decoder：AI News source article","url":"https://the-decoder.com/open-source-bootloops-harness-supports-ai-models-in-performing-precise-scientific-calculations","datePublished":"2026-10-03T09:19:23.000Z","provider":{"@type":"Organization","name":"The Decoder：AI News","url":"https://the-decoder.com/open-source-bootloops-harness-supports-ai-models-in-performing-precise-scientific-calculations"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.news/items/anwbo290bngnf0nx6n2k07iwa","datePublished":"2026-10-03T09:19:23.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.news/items/anwbo290bngnf0nx6n2k07iwa"}}],"aggregationSource":"The Decoder：AI News","originalPublisher":{"name":"The Decoder：AI News","url":"https://the-decoder.com/open-source-bootloops-harness-supports-ai-models-in-performing-precise-scientific-calculations"},"geoDeepAnswer":null,"article":{"id":"anwbo290bngnf0nx6n2k07iwa","slug":"anwbo290bngnf0nx6n2k07iwa","url":"https://www.aioga.com/news/anwbo290bngnf0nx6n2k07iwa/","title":"哈佛物理学家发布开源 BootLoops 框架，用 Claude 完成精确科学计算","title_en":"","summary":"哈佛大学物理学家 Matthew Schwartz 在 Anthropic 客座文章中介绍开源框架 BootLoops，用于让 Claude 执行精确科学计算，代码已上架 GitHub。","source":"The Decoder：AI News","sourceUrl":"https://the-decoder.com/open-source-bootloops-harness-supports-ai-models-in-performing-precise-scientific-calculations","aiHotUrl":"https://aihot.news/items/anwbo290bngnf0nx6n2k07iwa","publishedAt":"2026-10-03T09:19:23.000Z","category":"行业动态","score":58,"selected":false,"articleBody":["Automated problem-solving and relevant research aren't the same thing.","That's the takeaway from an Anthropic guest post by Prof. Matthew Schwartz, a physicist at Harvard University：https://www.physics.harvard.edu/people/facpages/schwartz. He describes how he stopped trying to use Claude like a human researcher and instead started looking for \"Claude-shaped problems,\" tasks that play to the strengths of today's AI models. Schwartz is also currently a visiting researcher at Anthropic.","That approach led to BootLoops：http://www.bootloops.ai/, an open-source harness for exact scientific calculations. The source code is available on GitHub：https://github.com/BootLoops-ai/bootloops/tree/66b680ce742e654cfe86da4f072a69061fe182b1. Ad","Using the harness, Claude found connections between particle physics, ecology, population genetics, economics, and linguistics, according to Schwartz. But the results often only became scientifically valuable once domain experts stepped in to set the direction. Ad","Schwartz uses the concept of the \"convex hull\" to illustrate how AI can help in science. Human knowledge is fragmented, with individual fields extending in different directions while the gaps between them go unexplored. A lab might spend 20 years studying one set of genes with a single method, leaving neighboring genes and alternative approaches untouched. An AI harness like BootLoops is supposed to fill those gaps by drawing connections across the jagged frontiers of knowledge：https://www.oneusefulthing.org/p/centaurs-and-cyborgs-on-the-jagged.","Over three months, the team produced 36 manuscripts across 18 fields with 19 co-authors. Schwartz started with particle physics calculations, specifically scattering amplitudes and elliptic integrals. Within weeks, Claude computed 30 integrals using BootLoops, fifteen reproducing known results and fifteen computed for the first time. Ad","Then he expanded the search to other fields. In ecology, Claude solved a 20-year-old equation from neutral biodiversity theory that had previously been impossible to compute at scale. When applied to data, the results showed that tree species composition on Barro Colorado Island in the Panama Canal is changing 4.5 times faster than the theory allows. Ecologist James O'Dwyer then helped turn that finding into a better predictive model.","In population genetics, the team analyzed 5.7 billion mutation pairs from the 1000 Genomes Project：https://www.internationalgenome.org/about/ and found evidence for a mechanism called gene conversion. Other projects included an AI data editor for economics journals that automatically checked 4,452 replication packages (published as an NBER Working Paper：https://www.nber.org/papers/w35782 ), as well as a word stress database：http://www.accstack.org/ covering 6,072 languages, built with three linguists. Ad","Schwartz describes how fast AI is changing science, to the point where planning ahead is becoming nearly impossible. Why apply for a three-year grant to fund a calculation that an AI model might solve overnight? Ad","Training PhD students has also become an open question. Since his earlier post on Vibe Physics：https://www.anthropic.com/research/vibe-physics, that feeling has only grown stronger. In some fields like computer science, the disruption is alarming. Two years ago, he would have called a \"Python for Engineers\" course \"essential,\" but today it's \"unnecessary\" because Claude can handle those tasks.","Building ML models to study physical phenomena is another area AI can now take over. Even deep knowledge of neural networks offers limited returns when Claude can implement the current state of ML research on command.","Schwartz also warns about the models' weaknesses. Claude likes to declare victory too early, and phrases like \"done, with one asterisk\" often mean \"not done at all.\" It misjudges how long tasks will take and tends to brute-force calculations instead of finding more elegant solutions. Automated checks aren't reliable, and Claude's conclusions can be wrong even when its calculations are correct.","Beyond reliability, the model gravitates toward old, heavily cited debates rather than genuinely new questions. And the projects were \"compute- and token-intensive,\" Schwartz says.","Schwartz also sees the focus on big math problems and headlines：https://the-decoder.com/openai-says-its-internal-model-solved-over-100-long-standing-math-problems-after-just-a-month-of-training/ as risky. Unrealistic expectations could distract from productive applications that already work today. Real progress will still be built on solid foundations, just faster. The scientific method itself isn't threatened, and human guidance and taste remain indispensable, Schwartz says.","Stay in the loop on AI. Clear, useful, no fluff.","Follow The Decoder for AI news, background stories and expert analyses.","The Decoder：https://the-decoder.com/"],"articleImages":[{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/10/frontier_claude_shaped_science_problems.png","alt":"Image description","afterParagraph":0,"url":"/media/articles/anwbo290bngnf0nx6n2k07iwa/436b4d9a57281d9e.png"},{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/10/claude_shaped_problems.webp","alt":"","afterParagraph":1,"url":"/media/articles/anwbo290bngnf0nx6n2k07iwa/156a4965cbbca7a6.webp"},{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/10/convex_hull_schwartz.png","alt":"","afterParagraph":4,"url":"/media/articles/anwbo290bngnf0nx6n2k07iwa/da67e1286d070853.png"}],"mediaStatus":"ok","articleBodyZh":["自动化问题解决与相关研究并不相同。","这是哈佛大学物理学家Matthew Schwartz教授在Anthropic客座文章中的主要观点：https://www.physics.harvard.edu/people/facpages/schwartz。他描述了自己如何停止尝试把Claude当作人类研究员使用，而是开始寻找“Claude型问题”，即适合当前AI模型优势的任务。Schwartz目前也是Anthropic的访问研究员。","这种方法催生了 BootLoops：http://www.bootloops.ai/，一个用于精确科学计算的开源工具。源代码可在 GitHub 获取：https://github.com/BootLoops-ai/bootloops/tree/66b680ce742e654cfe86da4f072a69061fe182b1。广告","根据Schwartz的说法，使用该工具，Claude发现了粒子物理学、生态学、群体遗传学、经济学和语言学之间的联系。但这些结果通常只有在领域专家介入确定研究方向后才具有科学价值。广告","Schwartz使用“凸包”的概念来说明AI如何在科学中提供帮助。人类知识是零散的，各个领域向不同方向延伸，而它们之间的空白往往未被探索。一个实验室可能会花费20年用单一方法研究一组基因，而邻近的基因和其他方法未被触及。像BootLoops这样的AI工具被设想为通过在知识的参差边界间建立联系来填补这些空白：https://www.oneusefulthing.org/p/centaurs-and-cyborgs-on-the-jagged。","在三个月内，团队在18个领域产生了36篇手稿，共有19位合著者。Schwartz从粒子物理计算入手，特别是散射幅度和椭圆积分。几周内，Claude使用BootLoops计算了30个积分，其中十五个复现了已知结果，十五个为首次计算。广告","然后他将搜索范围扩展到其他领域。在生态学中，Claude解决了一个中性生物多样性理论中20年的方程，该方程以前无法大规模计算。应用于数据时，结果显示巴拿马运河巴罗科罗拉多岛的树种组成变化速度是理论允许的4.5倍。生态学家James O'Dwyer随后帮助将这一发现转化为更好的预测模型。","在种群遗传学中，团队分析了来自1000基因组计划 (https://www.internationalgenome.org/about/) 的57亿个突变对，并发现了一种称为基因转换的机制证据。其他项目包括一个面向经济学期刊的AI数据编辑器，自动检查了4,452个复现包（作为NBER工作论文发表：https://www.nber.org/papers/w35782），以及一个涵盖6,072种语言的词重音数据库 (http://www.accstack.org/)，由三位语言学家构建。","Schwartz描述了AI正在多快地改变科学，以至于提前规划几乎变得不可能。为什么还要申请三年期的资助去完成一个AI模型可能一夜之间就能解决的计算？","培养博士生也成了一个开放性问题。自从他在Vibe Physics (https://www.anthropic.com/research/vibe-physics) 上发表早期文章以来，这种感觉只会越来越强。在计算机科学等某些领域，这种颠覆性影响令人担忧。两年前，他会称“工程师Python”课程为“必修”，但今天则认为“不必要”，因为Claude可以处理这些任务。","构建机器学习模型以研究物理现象是AI现在可以接管的另一个领域。即便是对神经网络的深入了解，也只提供有限的回报，因为Claude可以根据指令实现当前的机器学习研究状态。","Schwartz还警告了模型的弱点。Claude喜欢过早宣布胜利，而像“完成，带一个星号”这样的短语通常意味着“根本没完成”。它会错误估计任务所需时间，并倾向于蛮力计算而不是找到更优雅的解决方案。自动检查不可靠，即便Claude的计算正确，它的结论也可能是错误的。","除了可靠性之外，该模型更倾向于老旧、引用量大的争论，而不是真正的新问题。Schwartz 表示，这些项目是“计算和令牌密集型”的。","Schwartz 还认为，对数学大问题和头条新闻的关注：https://the-decoder.com/openai-says-its-internal-model-solved-over-100-long-standing-math-problems-after-just-a-month-of-training/ 存在风险。不切实际的期望可能会分散对当前已经有效的实际应用的注意力。真正的进展仍然会建立在坚实的基础上，只是速度更快。科学方法本身没有受到威胁，人类的指导和品味仍然不可或缺，Schwartz 说。","保持对 AI 的关注。清晰、实用、无废话。","关注 The Decoder 获取 AI 新闻、背景故事和专家分析。","解码器：https://the-decoder.com/"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Aioga 编辑摘要：哈佛大学物理学家 Matthew Schwartz 在 Anthropic 客座文章中介绍开源框架 BootLoops，用于让 Claude 执行精确科学计算，代码已上架 GitHub。 Aioga 将其归入「行业动态」方向，重点关注它对真实使用和行业竞争的影响。","background":"背景分析：模型与研究类动态需要结合能力边界、开放方式、成本、可用性和真实任务表现判断，单项指标领先不等于已经形成稳定采用。","viewpoint":"Aioga 判断：这条动态更适合作为行业观察信号，当前信息足以建立线索，但不足以推导长期结论。","implications":"影响分析：对相关团队而言，短期应先核对来源、可用范围和实际成本，再判断是否值得接入或跟进。","nextStep":"后续观察：继续观察官方文档、实际可用性、价格变化、开发者反馈和竞品回应。","evidenceRefs":["title","summary","articleBody"],"confidence":"medium","status":"published","aiGenerated":false,"autoApproved":true,"generatedBy":"rule-safe-fallback","generatedAt":"2026-10-23T15:07:45.512Z","sourceHash":"0c38240118e8c091","validation":{"passed":true,"mode":"rule-safe-fallback","checks":["schema","length","source-attribution","no-html"]}},"tags":["行业动态","The Decoder：AI News"],"translations":{"zh-CN":{"title":"哈佛物理学家发布开源 BootLoops 框架，用 Claude 完成精确科学计算","summary":"哈佛大学物理学家 Matthew Schwartz 在 Anthropic 客座文章中介绍开源框架 BootLoops，用于让 Claude 执行精确科学计算，代码已上架 GitHub。","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"哈佛物理学家发布开源 BootLoops 框架，用 Claude 完成精确科学计算 - Aioga AI资讯","description":"哈佛大学物理学家 Matthew Schwartz 在 Anthropic 客座文章中介绍开源框架 BootLoops，用于让 Claude 执行精确科学计算，代码已上架 GitHub。","url":"https://www.aioga.com/news/anwbo290bngnf0nx6n2k07iwa/","articleBody":["自动化问题解决与相关研究并不相同。","这是哈佛大学物理学家Matthew Schwartz教授在Anthropic客座文章中的主要观点：https://www.physics.harvard.edu/people/facpages/schwartz。他描述了自己如何停止尝试把Claude当作人类研究员使用，而是开始寻找“Claude型问题”，即适合当前AI模型优势的任务。Schwartz目前也是Anthropic的访问研究员。","这种方法催生了 BootLoops：http://www.bootloops.ai/，一个用于精确科学计算的开源工具。源代码可在 GitHub 获取：https://github.com/BootLoops-ai/bootloops/tree/66b680ce742e654cfe86da4f072a69061fe182b1。广告","根据Schwartz的说法，使用该工具，Claude发现了粒子物理学、生态学、群体遗传学、经济学和语言学之间的联系。但这些结果通常只有在领域专家介入确定研究方向后才具有科学价值。广告","Schwartz使用“凸包”的概念来说明AI如何在科学中提供帮助。人类知识是零散的，各个领域向不同方向延伸，而它们之间的空白往往未被探索。一个实验室可能会花费20年用单一方法研究一组基因，而邻近的基因和其他方法未被触及。像BootLoops这样的AI工具被设想为通过在知识的参差边界间建立联系来填补这些空白：https://www.oneusefulthing.org/p/centaurs-and-cyborgs-on-the-jagged。","在三个月内，团队在18个领域产生了36篇手稿，共有19位合著者。Schwartz从粒子物理计算入手，特别是散射幅度和椭圆积分。几周内，Claude使用BootLoops计算了30个积分，其中十五个复现了已知结果，十五个为首次计算。广告","然后他将搜索范围扩展到其他领域。在生态学中，Claude解决了一个中性生物多样性理论中20年的方程，该方程以前无法大规模计算。应用于数据时，结果显示巴拿马运河巴罗科罗拉多岛的树种组成变化速度是理论允许的4.5倍。生态学家James O'Dwyer随后帮助将这一发现转化为更好的预测模型。","在种群遗传学中，团队分析了来自1000基因组计划 (https://www.internationalgenome.org/about/) 的57亿个突变对，并发现了一种称为基因转换的机制证据。其他项目包括一个面向经济学期刊的AI数据编辑器，自动检查了4,452个复现包（作为NBER工作论文发表：https://www.nber.org/papers/w35782），以及一个涵盖6,072种语言的词重音数据库 (http://www.accstack.org/)，由三位语言学家构建。","Schwartz描述了AI正在多快地改变科学，以至于提前规划几乎变得不可能。为什么还要申请三年期的资助去完成一个AI模型可能一夜之间就能解决的计算？","培养博士生也成了一个开放性问题。自从他在Vibe Physics (https://www.anthropic.com/research/vibe-physics) 上发表早期文章以来，这种感觉只会越来越强。在计算机科学等某些领域，这种颠覆性影响令人担忧。两年前，他会称“工程师Python”课程为“必修”，但今天则认为“不必要”，因为Claude可以处理这些任务。","构建机器学习模型以研究物理现象是AI现在可以接管的另一个领域。即便是对神经网络的深入了解，也只提供有限的回报，因为Claude可以根据指令实现当前的机器学习研究状态。","Schwartz还警告了模型的弱点。Claude喜欢过早宣布胜利，而像“完成，带一个星号”这样的短语通常意味着“根本没完成”。它会错误估计任务所需时间，并倾向于蛮力计算而不是找到更优雅的解决方案。自动检查不可靠，即便Claude的计算正确，它的结论也可能是错误的。","除了可靠性之外，该模型更倾向于老旧、引用量大的争论，而不是真正的新问题。Schwartz 表示，这些项目是“计算和令牌密集型”的。","Schwartz 还认为，对数学大问题和头条新闻的关注：https://the-decoder.com/openai-says-its-internal-model-solved-over-100-long-standing-math-problems-after-just-a-month-of-training/ 存在风险。不切实际的期望可能会分散对当前已经有效的实际应用的注意力。真正的进展仍然会建立在坚实的基础上，只是速度更快。科学方法本身没有受到威胁，人类的指导和品味仍然不可或缺，Schwartz 说。","保持对 AI 的关注。清晰、实用、无废话。","关注 The Decoder 获取 AI 新闻、背景故事和专家分析。","解码器：https://the-decoder.com/"]},"en":{"title":"Harvard Physicists Release Open-Source BootLoops Framework, Using Claude for Precise Scientific Computing","summary":"Harvard physicist Matthew Schwartz, in a guest article for Anthropic, introduced the open-source framework BootLoops, which allows Claude to perform precise scientific computations. The code has been uploaded to GitHub.","category":"Industry","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Harvard Physicists Release Open-Source BootLoops Framework, Using Claude for Precise Scientific Computing - Aioga AI News","description":"Harvard physicist Matthew Schwartz, in a guest article for Anthropic, introduced the open-source framework BootLoops, which allows Claude to perform precise scientific computations...","url":"https://www.aioga.com/en/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:04:16.915Z"},"ja":{"title":"ハーバードの物理学者たちは、Claudeを使って正確な科学的計算を行うオープンソースのBootLoopsフレームワークを公開しました","summary":"ハーバード大学の物理学者マシュー・シュワルツは、Anthropicのゲスト記事でオープンソースフレームワーク「BootLoops」を紹介し、クロードが正確な科学的計算を行うことを可能にします。このコードは現在GitHubで利用可能です。","category":"業界動向","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"ハーバードの物理学者たちは、Claudeを使って正確な科学的計算を行うオープンソースのBootLoopsフレームワークを公開しました - Aioga AIニュース","description":"ハーバード大学の物理学者マシュー・シュワルツは、Anthropicのゲスト記事でオープンソースフレームワーク「BootLoops」を紹介し、クロードが正確な科学的計算を行うことを可能にします。このコードは現在GitHubで利用可能です。","url":"https://www.aioga.com/ja/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:04:19.836Z"},"ko":{"title":"하버드 물리학자가 Claude를 사용해 정밀한 과학 계산을 수행하는 오픈 소스 BootLoops 프레임워크를 공개했다","summary":"하버드 대학교 물리학자 매튜 슈워츠가 Anthropic 객원 기고문에서 Claude가 정밀 과학 계산을 수행하도록 하는 오픈소스 프레임워크 BootLoops를 소개했으며, 코드가 GitHub에 공개되었습니다.","category":"업계 동향","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"하버드 물리학자가 Claude를 사용해 정밀한 과학 계산을 수행하는 오픈 소스 BootLoops 프레임워크를 공개했다 - Aioga AI 뉴스","description":"하버드 대학교 물리학자 매튜 슈워츠가 Anthropic 객원 기고문에서 Claude가 정밀 과학 계산을 수행하도록 하는 오픈소스 프레임워크 BootLoops를 소개했으며, 코드가 GitHub에 공개되었습니다.","url":"https://www.aioga.com/ko/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:08:08.747Z"},"es":{"title":"Físico de Harvard publica el marco de código abierto BootLoops, utiliza Claude para cálculos científicos precisos","summary":"El físico de la Universidad de Harvard, Matthew Schwartz, presenta en un artículo invitado para Anthropic el marco de código abierto BootLoops, que permite a Claude realizar cálculos científicos precisos, con el código disponible en GitHub.","category":"Industria","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Físico de Harvard publica el marco de código abierto BootLoops, utiliza Claude para cálculos científicos precisos - Aioga Noticias de IA","description":"El físico de la Universidad de Harvard, Matthew Schwartz, presenta en un artículo invitado para Anthropic el marco de código abierto BootLoops, que permite a Claude realizar cálcul...","url":"https://www.aioga.com/es/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:08:31.168Z"},"fr":{"title":"Un physicien de Harvard publie le framework open source BootLoops, utilisant Claude pour des calculs scientifiques précis","summary":"Le physicien de l'université de Harvard, Matthew Schwartz, présente dans un article invité pour Anthropic le framework open source BootLoops, permettant à Claude d'effectuer des calculs scientifiques précis ; le code est disponible sur GitHub.","category":"Industrie","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Un physicien de Harvard publie le framework open source BootLoops, utilisant Claude pour des calculs scientifiques précis - Aioga Actualités IA","description":"Le physicien de l'université de Harvard, Matthew Schwartz, présente dans un article invité pour Anthropic le framework open source BootLoops, permettant à Claude d'effectuer des ca...","url":"https://www.aioga.com/fr/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:08:30.401Z"},"de":{"title":"Harvard-Physiker veröffentlichen Open-Source BootLoops Framework, nutzen Claude für exakte wissenschaftliche Berechnungen","summary":"Der Physiker Matthew Schwartz von der Harvard University stellt in einem Gastbeitrag bei Anthropic das Open-Source-Framework BootLoops vor, mit dem Claude exakte wissenschaftliche Berechnungen durchführen kann. Der Code ist auf GitHub verfügbar.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Harvard-Physiker veröffentlichen Open-Source BootLoops Framework, nutzen Claude für exakte wissenschaftliche Berechnungen - Aioga KI-News","description":"Der Physiker Matthew Schwartz von der Harvard University stellt in einem Gastbeitrag bei Anthropic das Open-Source-Framework BootLoops vor, mit dem Claude exakte wissenschaftliche...","url":"https://www.aioga.com/de/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:08:31.703Z"},"pt-BR":{"title":"Físico de Harvard lança framework de código aberto BootLoops, usando Claude para cálculos científicos precisos","summary":"Matthew Schwartz, físico da Universidade de Harvard, apresentou no artigo convidado da Anthropic o framework de código aberto BootLoops, que permite que Claude realize cálculos científicos precisos; o código já está disponível no GitHub.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Físico de Harvard lança framework de código aberto BootLoops, usando Claude para cálculos científicos precisos - Aioga Notícias de IA","description":"Matthew Schwartz, físico da Universidade de Harvard, apresentou no artigo convidado da Anthropic o framework de código aberto BootLoops, que permite que Claude realize cálculos cie...","url":"https://www.aioga.com/pt-BR/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:08:53.637Z"},"ru":{"title":"Физик из Гарварда выпустил фреймворк BootLoops с открытым исходным кодом, используя Claude для выполнения точных научных вычислений","summary":"Физик Гарвардского университета Мэтью Шварц в гостевой статье для Anthropic представил открытый фреймворк BootLoops, предназначенный для того, чтобы Claude выполнял точные научные расчёты, код уже выложен на GitHub.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Физик из Гарварда выпустил фреймворк BootLoops с открытым исходным кодом, используя Claude для выполнения точных научных вычислений - Aioga Новости ИИ","description":"Физик Гарвардского университета Мэтью Шварц в гостевой статье для Anthropic представил открытый фреймворк BootLoops, предназначенный для того, чтобы Claude выполнял точные научные...","url":"https://www.aioga.com/ru/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-04T09:08:58.617Z"},"ar":{"title":"أطلق فيزيائيو هارفارد إطار عمل BootLoops مفتوح المصدر، مستخدما كلود لإجراء حسابات علمية دقيقة","summary":"قدم الفيزيائي من جامعة هارفارد ماثيو شوارتز إطار العمل مفتوح المصدر BootLoops في مقال ضيف على موقع Anthropic، مما يمكن كلود من إجراء حسابات علمية دقيقة. الكود متوفر الآن على GitHub.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"أطلق فيزيائيو هارفارد إطار عمل BootLoops مفتوح المصدر، مستخدما كلود لإجراء حسابات علمية دقيقة - Aioga أخبار الذكاء الاصطناعي","description":"قدم الفيزيائي من جامعة هارفارد ماثيو شوارتز إطار العمل مفتوح المصدر BootLoops في مقال ضيف على موقع Anthropic، مما يمكن كلود من إجراء حسابات علمية دقيقة. الكود متوفر الآن على GitHub...","url":"https://www.aioga.com/ar/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:08:55.619Z"},"hi":{"title":"हार्वर्ड के भौतिकविदों ने सटीक वैज्ञानिक गणना करने के लिए क्लाउड का उपयोग करते हुए ओपन-सोर्स बूटलूप्स फ्रेमवर्क जारी किया है","summary":"हार्वर्ड के भौतिक विज्ञानी मैथ्यू श्वार्ट्ज ने एक मानवशास्त्रीय अतिथि लेख में ओपन-सोर्स फ्रेमवर्क बूटलूप्स पेश किया, जो क्लाउड को सटीक वैज्ञानिक गणना करने में सक्षम बनाता है। कोड अब GitHub पर उपलब्ध है।","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"हार्वर्ड के भौतिकविदों ने सटीक वैज्ञानिक गणना करने के लिए क्लाउड का उपयोग करते हुए ओपन-सोर्स बूटलूप्स फ्रेमवर्क जारी किया है - Aioga AI समाचार","description":"हार्वर्ड के भौतिक विज्ञानी मैथ्यू श्वार्ट्ज ने एक मानवशास्त्रीय अतिथि लेख में ओपन-सोर्स फ्रेमवर्क बूटलूप्स पेश किया, जो क्लाउड को सटीक वैज्ञानिक गणना करने में सक्षम बनाता है। कोड अ...","url":"https://www.aioga.com/hi/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:12:57.811Z"},"it":{"title":"I fisici di Harvard hanno rilasciato il framework open-source BootLoops, utilizzando Claude per eseguire calcoli scientifici precisi","summary":"Il fisico di Harvard Matthew Schwartz ha introdotto il framework open-source BootLoops in un articolo ospite su Anthropic, che consente a Claude di eseguire calcoli scientifici precisi. Il codice è ora disponibile su GitHub.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"I fisici di Harvard hanno rilasciato il framework open-source BootLoops, utilizzando Claude per eseguire calcoli scientifici precisi - Aioga Notizie IA","description":"Il fisico di Harvard Matthew Schwartz ha introdotto il framework open-source BootLoops in un articolo ospite su Anthropic, che consente a Claude di eseguire calcoli scientifici pre...","url":"https://www.aioga.com/it/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:12:57.352Z"},"nl":{"title":"Harvard-natuurkundigen hebben het open-source BootLoops-framework uitgebracht, waarbij Claude wordt gebruikt om nauwkeurige wetenschappelijke berekeningen uit te voeren","summary":"Harvard-natuurkundige Matthew Schwartz introduceerde het open-source framework BootLoops in een gastartikel van Anthropic, waarmee Claude nauwkeurige wetenschappelijke berekeningen kan uitvoeren. De code is nu beschikbaar op GitHub.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Harvard-natuurkundigen hebben het open-source BootLoops-framework uitgebracht, waarbij Claude wordt gebruikt om nauwkeurige wetenschappelijke berekeningen uit te voeren - Aioga AI-nieuws","description":"Harvard-natuurkundige Matthew Schwartz introduceerde het open-source framework BootLoops in een gastartikel van Anthropic, waarmee Claude nauwkeurige wetenschappelijke berekeningen...","url":"https://www.aioga.com/nl/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:12:57.516Z"},"tr":{"title":"Harvard fizikçileri, Claude'un hassas bilimsel hesaplamalar yapmasını sağlayan açık kaynak BootLoops çerçevesini yayımladılar","summary":"Harvard fizikçisi Matthew Schwartz, Claude'un hassas bilimsel hesaplamalar yapmasını sağlayan bir Anthropic konuk makalesinde açık kaynak çerçevesi BootLoops'u tanıttı. Kod artık GitHub'da mevcut.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Harvard fizikçileri, Claude'un hassas bilimsel hesaplamalar yapmasını sağlayan açık kaynak BootLoops çerçevesini yayımladılar - Aioga AI Haberleri","description":"Harvard fizikçisi Matthew Schwartz, Claude'un hassas bilimsel hesaplamalar yapmasını sağlayan bir Anthropic konuk makalesinde açık kaynak çerçevesi BootLoops'u tanıttı. Kod artık G...","url":"https://www.aioga.com/tr/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:13:21.432Z"},"vi":{"title":"Các nhà vật lý Harvard đã phát hành framework mã nguồn mở BootLoops, sử dụng Claude để thực hiện các phép tính khoa học chính xác","summary":"Nhà vật lý Harvard Matthew Schwartz đã giới thiệu khung mã nguồn mở BootLoops trong một bài viết khách mời trên tạp chí Anthropic, giúp Claude thực hiện các phép tính khoa học chính xác. Mã nguồn hiện đã có trên GitHub.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Các nhà vật lý Harvard đã phát hành framework mã nguồn mở BootLoops, sử dụng Claude để thực hiện các phép tính khoa học chính xác - Tin tức AI Aioga","description":"Nhà vật lý Harvard Matthew Schwartz đã giới thiệu khung mã nguồn mở BootLoops trong một bài viết khách mời trên tạp chí Anthropic, giúp Claude thực hiện các phép tính khoa học chín...","url":"https://www.aioga.com/vi/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:13:21.880Z"},"id":{"title":"Fisikawan Harvard merilis kerangka kerja open source BootLoops, menggunakan Claude untuk perhitungan ilmiah yang akurat","summary":"Fisikawan Harvard Matthew Schwartz dalam artikel tamu di Anthropic memperkenalkan kerangka kerja open source BootLoops, untuk memungkinkan Claude melakukan perhitungan ilmiah yang akurat, kode sudah tersedia di GitHub.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Fisikawan Harvard merilis kerangka kerja open source BootLoops, menggunakan Claude untuk perhitungan ilmiah yang akurat - Berita AI Aioga","description":"Fisikawan Harvard Matthew Schwartz dalam artikel tamu di Anthropic memperkenalkan kerangka kerja open source BootLoops, untuk memungkinkan Claude melakukan perhitungan ilmiah yang...","url":"https://www.aioga.com/id/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:13:20.317Z"},"th":{"title":"นักฟิสิกส์จากฮาร์วาร์ดได้ปล่อยกรอบงาน BootLoops แบบโอเพ่นซอร์ส โดยใช้ Claude ในการคํานวณทางวิทยาศาสตร์อย่างแม่นยํา","summary":"แมทธิว ชวาร์ตซ์ นักฟิสิกส์จากฮาร์วาร์ด ได้แนะนําเฟรมเวิร์กโอเพ่นซอร์ส BootLoops ในบทความรับเชิญของ Anthropic ซึ่งช่วยให้โคลดสามารถทําการคํานวณทางวิทยาศาสตร์ได้อย่างแม่นยําโค้ดนี้ตอนนี้สามารถเข้าถึงได้บน GitHub","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"นักฟิสิกส์จากฮาร์วาร์ดได้ปล่อยกรอบงาน BootLoops แบบโอเพ่นซอร์ส โดยใช้ Claude ในการคํานวณทางวิทยาศาสตร์อย่างแม่นยํา - ข่าว AI Aioga","description":"แมทธิว ชวาร์ตซ์ นักฟิสิกส์จากฮาร์วาร์ด ได้แนะนําเฟรมเวิร์กโอเพ่นซอร์ส BootLoops ในบทความรับเชิญของ Anthropic ซึ่งช่วยให้โคลดสามารถทําการคํานวณทางวิทยาศาสตร์ได้อย่างแม่นยําโค้ดนี้ตอ...","url":"https://www.aioga.com/th/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:13:45.749Z"},"pl":{"title":"Fizycy z Harvardu udostępnili otwartoźródłowy framework BootLoops, wykorzystując Claude'a do precyzyjnych obliczeń naukowych","summary":"Fizyk z Harvardu Matthew Schwartz wprowadził otwartoźródłowy framework BootLoops w artykule gościnnym w Anthropic, który umożliwia Claude'owi precyzyjne obliczenia naukowe. Kod jest obecnie dostępny na GitHubie.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Fizycy z Harvardu udostępnili otwartoźródłowy framework BootLoops, wykorzystując Claude'a do precyzyjnych obliczeń naukowych - Aioga Wiadomości AI","description":"Fizyk z Harvardu Matthew Schwartz wprowadził otwartoźródłowy framework BootLoops w artykule gościnnym w Anthropic, który umożliwia Claude'owi precyzyjne obliczenia naukowe. Kod jes...","url":"https://www.aioga.com/pl/news/anwbo290bngnf0nx6n2k07iwa/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"2b3afbef6129c73f","translatedAt":"2026-10-03T20:13:45.745Z"}},"evidenceTier":"verified-news","reviewStatus":"automated-ingest","indexable":true,"editorialCover":""}}