[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-claude-5-two-models-code-science-lead-zh":3,"article-related-claude-5-two-models-code-science-lead-zh":32,"series-industry-f40be589-9cd8-4532-b02a-592671426401":75},{"id":4,"slug":5,"title":6,"content":7,"summary":8,"source":9,"source_url":10,"author":11,"image_url":12,"cover_image":12,"category":13,"language":14,"translated_content":11,"related_article_id":15,"keywords":16,"key_takeaways":24,"views":28,"created_at":29,"published_at":30,"topic_cluster_id":31},"f40be589-9cd8-4532-b02a-592671426401","claude-5-two-models-code-science-lead-zh","Claude 5 双模型上线，编程和科学都更强","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fclaude\">Claude\u003C\u002Fa> 5 这次推出 Fable 和 Mythos 双模型，重点提升编程、视觉与科学任务表现。\u003C\u002Fp>\u003Cp>读完这 5 项，你可以快速判断 Claude 5 该选公开版还是完整版，也能看出它在代码、视觉和研究自动化上到底强在哪里。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>项目\u003C\u002Fth>\u003Cth>定位\u003C\u002Fth>\u003Cth>SWE-Bench Pro\u003C\u002Fth>\u003Cth>价格\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>\u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002F\">Claude Fable 5\u003C\u002Fa>\u003C\u002Ftd>\u003Ctd>公开版\u003C\u002Ftd>\u003Ctd>80.3%\u003C\u002Ftd>\u003Ctd>输入 $10 \u002F 百万 token，输出 $50 \u002F 百万 token\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>\u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002F\">Claude Mythos 5\u003C\u002Fa>\u003C\u002Ftd>\u003Ctd>完整版\u003C\u002Ftd>\u003Ctd>与 Fable 5 接近，常差 1 到 3 个百分点\u003C\u002Ftd>\u003Ctd>无安全分类器限制\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>\u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002F\">Claude Opus 4.8\u003C\u002Fa>\u003C\u002Ftd>\u003Ctd>上一代对照\u003C\u002Ftd>\u003Ctd>69.2%\u003C\u002Ftd>\u003Ctd>Fast Mode 定价参考\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>\u003Ca href=\"https:\u002F\u002Fopenai.com\u002F\">GPT-5.5\u003C\u002Fa>\u003C\u002Ftd>\u003Ctd>竞品对照\u003C\u002Ftd>\u003Ctd>58.6%\u003C\u002Ftd>\u003Ctd>文中对比约为 Fable 5 的六分之一价格\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>1. Claude Fable 5\u003C\u002Fh2>\u003Cp>Fable 5 是这次面向大众开放的版本，也是最值得先看的主力模型。它的重点不是单点炫技，而是在软件工程、知识工作、视觉和长\u003Ca href=\"\u002Fnews\u002Fgemma-4-256k-context-open-models-zh\">上下文\u003C\u002Fa>任务上同时拉高上限。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781719374238-oxlw.png\" alt=\"Claude 5 双模型上线，编程和科学都更强\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>最直接的信号来自编程榜单。\u003Ca href=\"\u002Ftag\u002Fswe-bench\">SWE-Bench\u003C\u002Fa> Pro 上它拿到 80.3%，比 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002F\">Claude Opus 4.8\u003C\u002Fa> 高 11.1 个百分点，也明显压过 \u003Ca href=\"https:\u002F\u002Fopenai.com\u002F\">GPT-5.5\u003C\u002Fa>。文章还提到，它不用把推理档位开满，也能跑到很高的水平。\u003C\u002Fp>\u003Cul>\u003Cli>适合：日常编码、Agent 工作流、代码迁移\u003C\u002Fli>\u003Cli>价格：输入 $10 \u002F 百万 token，输出 $50 \u002F 百万 token\u003C\u002Fli>\u003Cli>可用性：Pro、Max、Team 用户可在 6 月 22 日前免费体验\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>2. Claude Mythos 5\u003C\u002Fh2>\u003Cp>Mythos 5 更像这次发布的“原始版本”。文章写得很明确，它没有安全分类器限制，和 Fable 5 的分数几乎一致，通常只差 1 到 3 个百分点，说明底座能力基本相同。\u003C\u002Fp>\u003Cp>如果你在意的是模型到底能做到什么，而不是产品层的约束，Mythos 5 更有观察价值。但它也更敏感，尤其是在网络安全、生物化学和蒸馏相关请求上，\u003Ca href=\"\u002Ftag\u002Fanthropic\">Anthropic\u003C\u002Fa> 之前一直没有放开。\u003C\u002Fp>\u003Cul>\u003Cli>特点：无安全分类器\u003C\u002Fli>\u003Cli>定位：更接近内部能力样本\u003C\u002Fli>\u003Cli>适合：研究者、红队测试、能力边界观察\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>3. SWE-Bench Pro 的代码差距\u003C\u002Fh2>\u003Cp>如果只看一个指标，SWE-Bench Pro 最能说明 Claude 5 这次升级有多实。它测的不是简单补全，而是模型能不能在真实代码库里把复杂任务真正做完。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781719371817-3op6.png\" alt=\"Claude 5 双模型上线，编程和科学都更强\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>对比很直接：Fable 5 是 80.3%，\u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002F\">Claude Opus 4.8\u003C\u002Fa> 是 69.2%，\u003Ca href=\"https:\u002F\u002Fopenai.com\u002F\">GPT-5.5\u003C\u002Fa> 是 58.6%，\u003Ca href=\"https:\u002F\u002Fdeepmind.google\u002F\">Gemini 3.1 Pro\u003C\u002Fa> 是 54.2%。这不是小幅领先，而是把一整档差距拉开了。\u003C\u002Fp>\u003Ccode>Fable 5: 80.3%\nOpus 4.8: 69.2%\nGPT-5.5: 58.6%\nGemini 3.1 Pro: 54.2%\u003C\u002Fcode>\u003Ch2>4. 视觉输入带来的连续执行\u003C\u002Fh2>\u003Cp>Claude 5 的另一条主线，是它能把视觉信息接到连续行动上。文章举了两个很典型的例子：只靠截图通关《宝可梦火红版》，以及在浏览器里搭出一个 3D CAD 编辑器，再继续修改模型。\u003C\u002Fp>\u003Cp>这类能力的意义，不只是“看图更准”，而是模型开始能理解屏幕内容并推进后续步骤。对开发者来说，这会直接影响图表读取、网页重建、界面操作和文档抽取；对普通用户来说，AI 不再只是回答问题，而是能接着做事。\u003C\u002Fp>\u003Cul>\u003Cli>截图输入即可推进游戏和应用操作\u003C\u002Fli>\u003Cli>可从科学图表中提取数值\u003C\u002Fli>\u003Cli>可根据少量界面信息重建 Web 应用\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>5. 科学研究与自动化实验\u003C\u002Fh2>\u003Cp>文章最夸张的部分在科学任务。Mythos 5 被描述为能自动做蛋白质设计、基因组学\u003Ca href=\"\u002Fnews\u002Fself-host-minimax-m3-gpu-cloud-zh\">分析\u003C\u002Fa>，甚至在一周多时间里自己搜集 138 个物种、几百万个细胞的数据，训练出一个机器学习模型。\u003C\u002Fp>\u003Cp>这里真正值得注意的不是单次分数，而是工作方式变了。它开始像一个能持续运行的研究助理，自己找数据、自己试错、自己修正。对生命科学、材料、物理这类高门槛领域，这种自动化会比单点问答更有价值。\u003C\u002Fp>\u003Cul>\u003Cli>蛋白质设计：14 个疾病靶点中拿到 9 个强候选\u003C\u002Fli>\u003Cli>基因组学：体量比近期 Science 同类研究小 100 倍\u003C\u002Fli>\u003Cli>物理任务：36 小时跑到 GPT-5.5 四天才到的位置\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>哪种适合你\u003C\u002Fh2>\u003Cp>如果你是开发者、产品经理，或者只是想要一个更强的通用模型，先看 Fable 5 就够了。它公开可用、价格明确，而且在编程和多模态任务上已经很有竞争力。\u003C\u002Fp>\u003Cp>如果你做研究、红队测试，或者想看模型在更少限制下的真实边界，Mythos 5 更值得关注。它更像内部能力样本，也更能反映 Anthropic 这次\u003Ca href=\"\u002Fnews\u002Fanthropic-fable-shutdown-own-your-models-zh\">把模型\u003C\u002Fa>推到了什么位置。\u003C\u002Fp>","4 个看点看懂 Claude 5：Fable 与 Mythos 双模型上线，编程、视觉和科学任务都给出强势成绩。","zhuanlan.zhihu.com","https:\u002F\u002Fzhuanlan.zhihu.com\u002Fp\u002F2047945530928542407",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781719374238-oxlw.png","industry","zh","adc76a52-da09-40fa-8bab-70685a4347a7",[17,18,19,20,21,22,23],"Claude 5","Fable 5","Mythos 5","SWE-Bench Pro","AI 编程","多模态","科学研究自动化",[25,26,27],"Fable 5 是面向大众的主力版，价格与能力都已可直接评估。","Mythos 5 更接近无约束的能力样本，适合看模型边界。","Claude 5 在真实代码任务和视觉连续执行上都明显领先上一代。",0,"2026-06-17T18:02:24.363363+00:00","2026-06-17T18:02:24.357+00:00","29fa8a72-a8a8-473e-975c-3991ae762f60",{"tags":33,"relatedLang":34,"relatedPosts":38},[],{"id":15,"slug":35,"title":36,"language":37},"claude-5-two-models-code-science-lead-en","Claude 5双模型上线，代码与科学任务全面领跑","en",[39,45,51,57,63,69],{"id":40,"slug":41,"title":42,"cover_image":43,"image_url":43,"created_at":44,"category":13},"dddfea90-03da-4038-8c51-22d2143f7b22","kucoin-ai-stack-blockchain-plumbing-zh","KuCoin 把 AI 變成區塊鏈管線","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781730202032-k7a4.png","2026-06-17T21:02:56.987739+00:00",{"id":46,"slug":47,"title":48,"cover_image":49,"image_url":49,"created_at":50,"category":13},"1d631d43-4e7c-4915-bb30-15deb81a8695","ping-identity-runtime-identity-ai-agents-zh","Ping Identity 說對了：AI agents 需要 runtime …","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781729275355-n3ag.png","2026-06-17T20:47:19.551771+00:00",{"id":52,"slug":53,"title":54,"cover_image":55,"image_url":55,"created_at":56,"category":13},"af4e4083-1f50-4c40-a877-58d11596e323","cloudflare-design-partner-program-security-wedge-zh","Cloudflare 的 design partner 計畫是聰明的安全切入點","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781727474861-zy5t.png","2026-06-17T20:17:17.598355+00:00",{"id":58,"slug":59,"title":60,"cover_image":61,"image_url":61,"created_at":62,"category":13},"131b3cbc-2910-46b8-bda0-ea17ddec4404","mistral-20b-valuation-compute-bet-zh","Mistral 把估值押在算力上","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781715782265-n74t.png","2026-06-17T17:02:36.259295+00:00",{"id":64,"slug":65,"title":66,"cover_image":67,"image_url":67,"created_at":68,"category":13},"9e33a02c-97e7-4646-9db7-09fc3ee4bd5a","2-billion-nvidia-coherent-ai-plant-huang-warning-zh","2億美元 Nvidia-Coherent AI 廠擴建，黃仁勳再提 AI 規則…","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781704974176-q77e.png","2026-06-17T14:02:28.980686+00:00",{"id":70,"slug":71,"title":72,"cover_image":73,"image_url":73,"created_at":74,"category":13},"1f259ae1-4769-4de4-980e-429b719bb889","huang-marvell-ai-thesis-hyperscale-infrastructure-zh","黃仁勳一句話，把 Marvell 從題材變論點","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781703214058-ndp7.png","2026-06-17T13:33:05.013659+00:00",[76,81,86,91,96,101,106,111,116,121],{"id":77,"slug":78,"title":79,"created_at":80},"ee073da7-28b3-4752-a319-5a501459fb87","ai-in-2026-what-actually-matters-now-zh","2026 AI 真正重要的事","2026-03-26T07:09:12.008134+00:00",{"id":82,"slug":83,"title":84,"created_at":85},"83bd1795-8548-44c9-9a7e-de50a0923f71","trump-ai-framework-power-speech-state-preemption-zh","川普 AI 框架瞄準電力、言論與州權","2026-03-26T07:12:18.695466+00:00",{"id":87,"slug":88,"title":89,"created_at":90},"ea6be18b-c903-4e54-97b7-5f7447a612e0","nvidia-gtc-2026-big-ai-announcements-zh","NVIDIA GTC 2026 重點拆解","2026-03-26T07:14:26.62638+00:00",{"id":92,"slug":93,"title":94,"created_at":95},"4bcec76f-4c36-4daa-909f-54cd702f7c93","claude-users-spreading-out-and-getting-better-zh","Claude 用戶更分散，也更會用","2026-03-26T07:22:52.325888+00:00",{"id":97,"slug":98,"title":99,"created_at":100},"bd903b15-2473-4178-9789-b7557816e535","openclaw-raises-hard-question-for-ai-models-zh","OpenClaw 逼問 AI 模型價值","2026-03-26T07:24:54.707486+00:00",{"id":102,"slug":103,"title":104,"created_at":105},"eeac6b9e-ad9d-4831-8eec-8bba3f9bca6a","gap-google-gemini-checkout-fashion-search-zh","Gap 把結帳搬進 Gemini","2026-03-26T07:28:23.937768+00:00",{"id":107,"slug":108,"title":109,"created_at":110},"0740e53f-605d-4d57-8601-c10beb126f3c","google-pushes-gemini-transition-to-march-2026-zh","Google 把 Gemini 轉換延到 2026 年 3…","2026-03-26T07:30:12.825269+00:00",{"id":112,"slug":113,"title":114,"created_at":115},"e660d801-2421-4529-8fa9-86b82b066990","metas-llama-4-benchmark-scandal-gets-worse-zh","Meta Llama 4 分數風波又擴大","2026-03-26T07:34:21.156421+00:00",{"id":117,"slug":118,"title":119,"created_at":120},"183f9e7c-e143-40bb-a6d5-67ba84a3a8bc","accenture-mistral-ai-sovereign-enterprise-deal-zh","Accenture 攜手 Mistral AI 賣主權 AI","2026-03-26T07:38:14.818906+00:00",{"id":122,"slug":123,"title":124,"created_at":125},"191d9b1b-768a-478c-978c-dd7431a38149","mistral-ai-faces-its-hardest-year-yet-zh","Mistral AI 迎來最硬的一年","2026-03-26T07:40:23.716374+00:00"]