{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-28T06:20:51.496Z","headline":"Claude 模型家族详解：如何为工作负载选择最佳模型","description":"Anthropic 发布 Claude 模型选择指南，将模型分为 Mythos/Fable（最强能力，用于前沿编码与智能体任务）、Opus（推理密集型企业任务）、Sonnet（日常通用任务）和 Haiku（最低成本与最快速度）四个类别。","url":"https://www.aioga.com/news/cmrz7ov4400lgrox83cwsce9n/","mainEntityOfPage":"https://www.aioga.com/news/cmrz7ov4400lgrox83cwsce9n/","datePublished":"2026-07-23T16:00:00.000Z","dateModified":"2026-07-23T16:00:00.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://claude.com/blog/claude-models-explained-choosing-the-best-model-for-your-use-case","https://aihot.virxact.com/items/cmrz7ov4400lgrox83cwsce9n"],"canonicalUrl":"https://www.aioga.com/news/cmrz7ov4400lgrox83cwsce9n/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：Anthropic 发布 Claude 模型选择指南，将模型分为 Mythos/Fable（最强能力，用于前沿编码与智能体任务）、Opus（推理密集型企业任务）、Sonnet（日常通用任务）和 Aioga 将其归入「技巧观点」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/cmrz7ov4400lgrox83cwsce9n/","dateCreated":"2026-07-23T16:00:00.000Z","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":"Claude：Blog（网页） source article","url":"https://claude.com/blog/claude-models-explained-choosing-the-best-model-for-your-use-case","datePublished":"2026-07-23T16:00:00.000Z","provider":{"@type":"Organization","name":"Claude：Blog（网页）","url":"https://claude.com/blog/claude-models-explained-choosing-the-best-model-for-your-use-case"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmrz7ov4400lgrox83cwsce9n","datePublished":"2026-07-23T16:00:00.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmrz7ov4400lgrox83cwsce9n"}}],"aggregationSource":"Claude：Blog（网页）","originalPublisher":{"name":"Claude：Blog（网页）","url":"https://claude.com/blog/claude-models-explained-choosing-the-best-model-for-your-use-case"},"article":{"id":"cmrz7ov4400lgrox83cwsce9n","slug":"cmrz7ov4400lgrox83cwsce9n","url":"https://www.aioga.com/news/cmrz7ov4400lgrox83cwsce9n/","title":"Claude 模型家族详解：如何为工作负载选择最佳模型","title_en":"Claude models explained： choosing the best model for your use case","summary":"Anthropic 发布 Claude 模型选择指南，将模型分为 Mythos/Fable（最强能力，用于前沿编码与智能体任务）、Opus（推理密集型企业任务）、Sonnet（日常通用任务）和 Haiku（最低成本与最快速度）四个类别。","source":"Claude：Blog（网页）","sourceUrl":"https://claude.com/blog/claude-models-explained-choosing-the-best-model-for-your-use-case","aiHotUrl":"https://aihot.virxact.com/items/cmrz7ov4400lgrox83cwsce9n","publishedAt":"2026-07-23T16:00:00.000Z","category":"技巧观点","score":49,"selected":false,"articleBody":["One of the most frequent questions we hear is “what model should I choose for this workload?” As we have released more model classes and versions, the answer has become more nuanced.","This article covers those details including a description of each model class, the top questions to ask when selecting a model, and other best practices.","But to put aside the nuance for a moment, our default recommendation is to start with the most intelligent generally available model and use effort level to dial in performance and cost.","Cost-per-task is often lower for more intelligent models, especially at lower effort levels, even if the price-per-token is higher. This is because more capable models often take fewer turns and less thinking time to get most tasks right. Starting with a smaller model can also make it harder to distinguish between model failures and setup failures.","Of course, as use cases arise that are more latency or cost-sensitive, you can test lower tier models until you find your ideal fit.","Some organizations may also choose to start with the most cost effective model and move up classes until the quality bar is met. We include both directional approaches：https://platform.claude.com/docs/en/about-claude/models/choosing-a-model in our documentation on model selection.","Mythos is Anthropic’s most capable model class, with frontier capabilities across domains. This model class is especially capable at coding, long-running agent tasks, and solving problems AI has not reliably handled before.","Opus is our powerful model class for reasoning-intensive enterprise tasks. Opus models consistently rank among leading models on key industry benchmarks such as GDPval-AA for knowledge work and Terminal-Bench 2.1 for agentic coding.","The choice between Opus and Fable may not seem clear on the surface, as both excel at coding, long-running agents, and knowledge work. In real-world situations, larger models such as Fable tend to have more wisdom, creativity, and writing skills despite having similar benchmark scores to models such as Opus.","The general rule of thumb is if your evals or internal testing show Opus struggling on some tasks, then Fable is the answer. If Opus already clears the quality bar, then its speed and price profile may make it the better choice.","Sonnet is our versatile model class for everyday tasks. Sonnet provides a balance of performance, cost, and speed for the widest set of general purpose use cases, including high-volume sub-agents in multi-agent orchestration setups.","Haiku is our lowest cost and fastest model class. Haiku models are designed for high-frequency workloads where latency and cost matter.","Our model classes don’t specialize in one type of work. We don’t recommend one model class for finance and another for science. Every Claude model is trained to excel in areas like coding, agentic tasks, and knowledge work.","The main difference across model classes is in how hard a problem they can reliably carry, and what that capability costs in price and speed. When choosing a model, ask:","How hard is this task? If it typically takes a lot of time, involves multiple steps, or is previously unsolved then a more capable model class is appropriate.","What are the latency needs? If the model is involved in high-frequency customer facing workloads, then Sonnet is often the best choice.","What are the access constraints? Mythos is only available to organizations under Project Glasswing：https://www.anthropic.com/glasswing. Not all organizations make all model classes available to all roles.","What are the unit economics ? Higher volumes of production may be more appropriate for lower classes of models, particularly if evaluations show those tasks are completed satisfactorily. Models are priced differently per token：https://platform.claude.com/docs/en/about-claude/models/overview and will have different price-per-task costs based on their capabilities and effort level.","Effort level also impacts the balance of quality, speed, and cost. Higher-class models at higher efforts offer the best possible performance, and higher-class models at lower efforts can sometimes be more efficient than smaller models.","To learn more read Choosing a Claude model and effort level in Claude Code：https://claude.com/blog/claude-model-and-effort-level-in-claude-code.","The advisor strategy：https://claude.com/blog/the-advisor-strategy allows faster, lower-cost worker models to call more intelligent models to check their plan and evaluate their work, leading to improved performance.","This method, where the executor model is coached only when needed, improves performance by a substantial amount. For example, on SWE-bench Pro Sonnet 5 with a Fable 5 advisor is within 10% of Fable 5’s score at 63% of the price of using Fable 5 for the whole task.","Two common ways to see if model capabilities are sufficient for your needs are to use standard benchmarks and custom evaluations.","Benchmarks are a set of pre-determined tasks or scenarios, often for a specific domain, with known solutions. These can be helpful directional guides for evaluating capabilities across model classes and providers. The challenge arises when evaluating powerful models, such as Opus and Fable, which can solve almost all of the questions on the test (often referred to as saturation).","In these cases, we recommend organizations use the models on real workloads or test them with their own evaluations to make a decision on which model is the right choice. Typically, evaluations are a curated set of problems drawn from production — including difficult tasks where your current tools fall short, with success criteria your team defines.","This is where the capability and creativity of frontier models start to separate from the pack and from one another. We’ve written extensively on the best practices for developing custom agent evaluations：https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents.","There is no one-size-fits-all approach to AI model selection, which is why we make multiple model classes available. Ultimately, the best way to select a model is to understand the basics of each model class and understand your use case in-depth. That means building, maintaining, and deploying strong evaluations.","Explore more product news and best practices for teams building with Claude.","Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox.","Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!","Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help!"],"articleImages":[{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6903d225e31f7aa22c1f28cb_46e4aa7ea208ed440d5bd9e9e3a0ee66bc336ff1-1000x1000.svg","alt":"","afterParagraph":0,"url":"/media/articles/cmrz7ov4400lgrox83cwsce9n/3ffa24409e24ec00.jpg"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6a4d058625e4fe8fe674686e_80670a42.png","alt":"","afterParagraph":18,"url":"/media/articles/cmrz7ov4400lgrox83cwsce9n/0a367751c4d2899a.png"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6a4d058625e4fe8fe674686b_dc7b4801.png","alt":"","afterParagraph":18,"url":"/media/articles/cmrz7ov4400lgrox83cwsce9n/437662f70a772000.png"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6a60fb98a987acd56295833a_10089945.png","alt":"","afterParagraph":24,"url":"/media/articles/cmrz7ov4400lgrox83cwsce9n/a46a50648491b492.png"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6903d224f466b800c4a5a016_a7b8978859371a024139418f3366bb0600ee1675-1000x1000.svg","alt":"","afterParagraph":27,"url":"/media/articles/cmrz7ov4400lgrox83cwsce9n/6c372a1bb9e5e250.jpg"}],"mediaStatus":"ok","articleBodyZh":["我们最常听到的问题之一是“我应该为这个工作负载选择哪种模型？”随着我们发布了更多模型类别和版本，答案变得更加细化。","本文涵盖了这些细节，包括每个模型类别的描述、选择模型时应问的关键问题以及其他最佳实践。","但暂且不论这些细微差别，我们的默认建议是从最智能的通用可用模型开始，并通过调整努力程度来优化性能和成本。","每项任务的成本通常在更智能的模型上更低，尤其是在较低努力程度下，即使每个令牌的价格更高。这是因为更高能力的模型在完成大多数任务时通常需要更少的交互轮次和思考时间。使用较小的模型开始可能也更难区分模型失败与设置失败。","当然，当出现对延迟或成本敏感的用例时，您可以测试低等级模型，直到找到理想的匹配。","一些组织也可能选择从最具成本效益的模型开始，然后逐步提升类别，直到达到质量标准。我们在模型选择文档中包含了这两种方向性的方法：https://platform.claude.com/docs/en/about-claude/models/choosing-a-model","Mythos 是 Anthropic 最强大的模型类别，在各领域具备前沿能力。该模型类别在编程、长时间运行的代理任务以及解决 AI 以前不稳定处理的问题方面尤其出色。","Opus 是我们面向推理密集型企业任务的强大模型类别。Opus 模型在关键行业基准上如知识工作领域的 GDPval-AA 和代理编码的 Terminal-Bench 2.1 中始终排名领先。","表面上，Opus 和 Fable 之间的选择可能不太明显，因为两者在编程、长时间运行的代理和知识工作方面都表现出色。在实际情况中，像 Fable 这样的大模型往往拥有更多智慧、创造力和写作能力，尽管其基准得分与 Opus 等模型相似。","一般经验法则是，如果你的评估或内部测试显示 Opus 在某些任务上表现不佳，那么 Fable 是解决方案。如果 Opus 已经达到质量标准，那么它的速度和价格可能使其成为更好的选择。","Sonnet 是我们用于日常任务的多功能模型类别。Sonnet 在性能、成本和速度之间提供平衡，适用于最广泛的通用用途场景，包括多代理协调设置中的高频次子代理。","Haiku 是我们成本最低且最快的模型类别。Haiku 模型设计用于延迟和成本重要的高频工作负载。","我们的模型类别不专注于某一类工作。我们不建议一个模型类别用于金融，而另一个用于科学。每个 Claude 模型都经过训练，以在编码、代理任务和知识工作等领域表现出色。","模型类别之间的主要区别在于它们能够可靠处理问题的难度，以及这种能力在价格和速度上的成本。选择模型时，请考虑：","这个任务有多难？如果任务通常耗时较长、涉及多个步骤或之前未解决，则适合选择更高能力的模型类别。","延迟需求是什么？如果模型参与高频的面向客户的工作负载，那么 Sonnet 通常是最佳选择。","访问限制是什么？Mythos 仅提供给 Project Glasswing 下的组织：https://www.anthropic.com/glasswing。并非所有组织都会向所有角色提供所有模型类别。","单位经济性如何？较大批量的生产可能更适合低级模型类别，特别是如果评估显示这些任务能够令人满意地完成。不同模型按 token 定价：https://platform.claude.com/docs/en/about-claude/models/overview，并且根据其能力和工作量每个任务的价格会有所不同。","工作量也影响质量、速度和成本的平衡。在较高工作量下，高级模型提供最佳性能，而在较低工作量下，高级模型有时比小模型更高效。","欲了解更多信息，请阅读 Claude 代码中关于选择 Claude 模型和工作量级别：https://claude.com/blog/claude-model-and-effort-level-in-claude-code。","顾问策略：https://claude.com/blog/the-advisor-strategy 允许更快速、成本更低的工作模型调用更智能的模型来检查他们的计划和评估他们的工作，从而提高性能。","这种方法只在需要时对执行模型进行指导，可以显著提高性能。例如，在 SWE-bench Pro Sonnet 5 上，使用 Fable 5 作为顾问，其表现与 Fable 5 的得分相差不到 10%，而成本仅为使用 Fable 5 完成整个任务的 63%。","判断模型能力是否满足需求的两种常见方法是使用标准基准测试和自定义评估。","基准测试是一组预先确定的任务或场景，通常针对特定领域，且有已知的解决方案。这些可以作为评估不同模型类别和提供者能力的方向性指南。当评估强大模型（如 Opus 和 Fable）时，挑战出现了，因为它们几乎可以解答测试中的所有问题（通常被称为饱和）。","在这些情况下，我们建议组织在真实工作负载上使用模型，或使用自己的评估进行测试，以决定哪个模型是合适的选择。通常，评估是一组从生产环境中策划的问题——包括当前工具无法完成的困难任务，并由团队定义成功标准。","这就是前沿模型的能力和创造力开始与其他模型区分开来的地方。我们已经广泛撰写了关于开发自定义代理评估的最佳实践：https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents。","没有一种适用于所有情况的 AI 模型选择方法，这也是我们提供多种模型类别的原因。最终，选择模型的最佳方式是了解每个模型类别的基础知识，并深入了解您的使用场景。这意味着需要构建、维护和部署强有力的评估。","探索更多产品新闻和为团队构建 Claude 的最佳实践。","产品更新、使用指南、社区聚焦等。每月发送到您的邮箱。","嗨，Claude！你能帮我为观众开发一个独特的语气吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你认为我应该上传任何文档来帮助你更好地完成任务，请告诉我。你可以使用你可以访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务。请不要使用分析工具。请保持你的回复友好、简短且富有对话感。请尽快执行任务——如果有一个作品会有意义的话，那就更好了。如果使用作品，请考虑哪种类型的作品（互动式、视觉化、清单等）最适合这个具体任务。谢谢你的帮助！","嗨，Claude！你能帮我改进写作风格吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你认为我应该上传任何文档来帮助你更好地完成任务，请告诉我。你可以使用你可以访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务。请不要使用分析工具。请保持你的回复友好、简短且富有对话感。请尽快执行任务——如果有一个作品会有意义的话，那就更好了。如果使用作品，请考虑哪种类型的作品（互动式、视觉化、清单等）最适合这个具体任务。谢谢你的帮助！","嗨，Claude！你能帮我集思广益想创意点子吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你认为我应该上传任何文档来帮助你更好地完成任务，请告诉我。你可以使用你可以访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务。请不要使用分析工具。请保持你的回复友好、简短且富有对话感。请尽快执行任务——如果有一个作品会有意义的话，那就更好了。如果使用作品，请考虑哪种类型的作品（互动式、视觉化、清单等）最适合这个具体任务。谢谢你的帮助！","嗨 Claude！你能把一个复杂的主题讲得简单明了吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成任务的文件，请告诉我。你可以使用你可以访问的工具，比如 Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务的话。不要使用分析工具。请保持你的回答友好、简短和对话式。请尽快执行任务——如果有一个可行的产物会很好。如果使用产物，请考虑哪种类型的产物（互动的、视觉的、清单等）对这个具体任务最有帮助。谢谢你的帮助！","嗨 Claude！你能帮我理清这些想法吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成任务的文件，请告诉我。你可以使用你可以访问的工具，比如 Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务的话。不要使用分析工具。请保持你的回答友好、简短和对话式。请尽快执行任务——如果有一个可行的产物会很好。如果使用产物，请考虑哪种类型的产物（互动的、视觉的、清单等）对这个具体任务最有帮助。谢谢你的帮助！","嗨 Claude！你能帮我准备考试或面试吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你觉得我应该上传任何有助于你更好完成任务的文件，请告诉我。你可以使用你可以访问的工具，比如 Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务的话。不要使用分析工具。请保持你的回答友好、简短和对话式。请尽快执行任务——如果有一个可行的产物会很好。如果使用产物，请考虑哪种类型的产物（互动的、视觉的、清单等）对这个具体任务最有帮助。谢谢你的帮助！","嗨，Claude！你能解释一个编程概念吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你认为我应该上传任何有助于你更好完成任务的文件，请告诉我。你可以使用你能访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务。不要使用分析工具。请保持回答友好、简短并具有对话感。请尽快执行任务——如果有合适的工具或资料，提供一个会很棒。如果使用资料，请考虑哪种类型的资料（互动、可视化、清单等）对这个特定任务可能最有帮助。谢谢你的帮助！","嗨，Claude！你能查看我的代码并给我一些建议吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你认为我应该上传任何有助于你更好完成任务的文件，请告诉我。你可以使用你能访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务。不要使用分析工具。请保持回答友好、简短并具有对话感。请尽快执行任务——如果有合适的工具或资料，提供一个会很棒。如果使用资料，请考虑哪种类型的资料（互动、可视化、清单等）对这个特定任务可能最有帮助。谢谢你的帮助！","嗨，Claude！你能和我一起即兴编程吗？如果你需要我提供更多信息，请立即问我1-2个关键问题。如果你认为我应该上传任何有助于你更好完成任务的文件，请告诉我。你可以使用你能访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成这个任务。不要使用分析工具。请保持回答友好、简短并具有对话感。请尽快执行任务——如果有合适的工具或资料，提供一个会很棒。如果使用资料，请考虑哪种类型的资料（互动、可视化、清单等）对这个特定任务可能最有帮助。谢谢你的帮助！","嗨，Claude！你能写拨款提案吗？如果你需要更多信息，请立即问我1-2个关键问题。如果你认为我应该上传任何有助于你更好完成工作的文件，请告诉我。你可以使用你能够访问的工具——比如Google Drive、网络搜索等——如果它们能帮助你更好地完成这项任务。不要使用分析工具。请保持你的回应友好、简短和对话式。请尽快执行任务——如果有一个成果物会更好，如果合适的话。如果使用成果物，请考虑哪种类型的成果物（互动式、视觉化、清单等）对这项特定任务最有帮助。感谢你的帮助！"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Aioga 编辑摘要：Anthropic 发布 Claude 模型选择指南，将模型分为 Mythos/Fable（最强能力，用于前沿编码与智能体任务）、Opus（推理密集型企业任务）、Sonnet（日常通用任务）和 Aioga 将其归入「技巧观点」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":"2026-07-28T06:29:10.589Z","sourceHash":"75ae359312aeb6a2","validation":{"passed":true,"mode":"rule-safe-fallback","checks":["schema","length","source-attribution","no-html"]}},"tags":["技巧观点","Claude：Blog（网页）"],"translations":{"zh-CN":{"title":"Claude 模型家族详解：如何为工作负载选择最佳模型","summary":"Anthropic 发布 Claude 模型选择指南，将模型分为 Mythos/Fable（最强能力，用于前沿编码与智能体任务）、Opus（推理密集型企业任务）、Sonnet（日常通用任务）和 Haiku（最低成本与最快速度）四个类别。","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Claude 模型家族详解：如何为工作负载选择最佳模型 - Aioga AI资讯","description":"Anthropic 发布 Claude 模型选择指南，将模型分为 Mythos/Fable（最强能力，用于前沿编码与智能体任务）、Opus（推理密集型企业任务）、Sonnet（日常通用任务）和 Haiku（最低成本与最快速度）四个类别。","url":"https://www.aioga.com/news/cmrz7ov4400lgrox83cwsce9n/"},"en":{"title":"Detailed Explanation of the Claude Model Family: How to Choose the Best Model for Workloads","summary":"Anthropic released the Claude model selection guide, dividing the models into four categories: Mythos/Fable (highest capability, for cutting-edge coding and agent tasks), Opus (reasoning-intensive enterprise tasks), Sonnet (everyday general tasks), and Haiku (lowest cost and fastest speed).","category":"Insights","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Detailed Explanation of the Claude Model Family: How to Choose the Best Model for Workloads - Aioga AI News","description":"Anthropic released the Claude model selection guide, dividing the models into four categories: Mythos/Fable (highest capability, for cutting-edge coding and agent tasks), Opus (rea...","url":"https://www.aioga.com/en/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:22:01.977Z"},"ja":{"title":"Claude モデルファミリー詳細解説：ワークロードに最適なモデルの選び方","summary":"AnthropicはClaudeモデルの選択ガイドを発表し、モデルをMythos/Fable（最強の能力で、最先端のコーディングおよびエージェントタスク向け）、Opus（推論集約型の企業タスク向け）、Sonnet（日常の一般的なタスク向け）、Haiku（最低コストで最速）という4つのカテゴリーに分けました。","category":"ヒントと視点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Claude モデルファミリー詳細解説：ワークロードに最適なモデルの選び方 - Aioga AIニュース","description":"AnthropicはClaudeモデルの選択ガイドを発表し、モデルをMythos/Fable（最強の能力で、最先端のコーディングおよびエージェントタスク向け）、Opus（推論集約型の企業タスク向け）、Sonnet（日常の一般的なタスク向け）、Haiku（最低コストで最速）という4つのカテゴリーに分けました。","url":"https://www.aioga.com/ja/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:22:14.598Z"},"ko":{"title":"Claude 모델 가족 상세 설명: 작업 부하에 가장 적합한 모델을 선택하는 방법","summary":"Anthropic는 Claude 모델 선택 가이드를 발표했으며, 모델을 Mythos/Fable(최강 능력, 최첨단 코딩 및 에이전트 작업용), Opus(추론 집약형 기업 작업), Sonnet(일상 일반 작업), Haiku(최저 비용 및 최속 속도)의 네 가지 범주로 나눴습니다.","category":"인사이트","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Claude 모델 가족 상세 설명: 작업 부하에 가장 적합한 모델을 선택하는 방법 - Aioga AI 뉴스","description":"Anthropic는 Claude 모델 선택 가이드를 발표했으며, 모델을 Mythos/Fable(최강 능력, 최첨단 코딩 및 에이전트 작업용), Opus(추론 집약형 기업 작업), Sonnet(일상 일반 작업), Haiku(최저 비용 및 최속 속도)의 네 가지 범주로 나눴습니다.","url":"https://www.aioga.com/ko/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:22:59.021Z"},"es":{"title":"Explicación detallada de la familia de modelos Claude: cómo elegir el mejor modelo para la carga de trabajo","summary":"Anthropic publicó una guía de selección del modelo Claude, clasificando los modelos en cuatro categorías: Mythos/Fable (capacidad más alta, para programación avanzada y tareas de agentes inteligentes), Opus (tareas empresariales intensivas en razonamiento), Sonnet (tareas generales diarias) y Haiku (costo más bajo y mayor velocidad).","category":"Ideas","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Explicación detallada de la familia de modelos Claude: cómo elegir el mejor modelo para la carga de trabajo - Aioga Noticias de IA","description":"Anthropic publicó una guía de selección del modelo Claude, clasificando los modelos en cuatro categorías: Mythos/Fable (capacidad más alta, para programación avanzada y tareas de a...","url":"https://www.aioga.com/es/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:22:52.350Z"},"fr":{"title":"Présentation détaillée de la famille de modèles Claude : comment choisir le meilleur modèle pour les charges de travail","summary":"Anthropic a publié un guide de sélection des modèles Claude, classant les modèles en quatre catégories : Mythos/Fable (capacités les plus avancées, pour le codage de pointe et les tâches d'agents), Opus (tâches d'entreprise intensives en raisonnement), Sonnet (tâches quotidiennes générales) et Haiku (coût le plus bas et vitesse la plus rapide).","category":"Analyses","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Présentation détaillée de la famille de modèles Claude : comment choisir le meilleur modèle pour les charges de travail - Aioga Actualités IA","description":"Anthropic a publié un guide de sélection des modèles Claude, classant les modèles en quatre catégories : Mythos/Fable (capacités les plus avancées, pour le codage de pointe et les...","url":"https://www.aioga.com/fr/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:23:41.712Z"},"de":{"title":"Detaillierte Erklärung der Claude-Modellfamilie: Wie man das beste Modell für die Arbeitslast auswählt","summary":"Anthropic veröffentlicht einen Leitfaden zur Auswahl des Claude-Modells und unterteilt die Modelle in vier Kategorien: Mythos/Fabel (höchste Leistungsfähigkeit, für fortschrittliche Codierung und Agentenaufgaben), Opus (aufschlussintensive Unternehmensaufgaben), Sonett (alltägliche allgemeine Aufgaben) und Haiku (niedrigste Kosten und höchste Geschwindigkeit).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Detaillierte Erklärung der Claude-Modellfamilie: Wie man das beste Modell für die Arbeitslast auswählt - Aioga KI-News","description":"Anthropic veröffentlicht einen Leitfaden zur Auswahl des Claude-Modells und unterteilt die Modelle in vier Kategorien: Mythos/Fabel (höchste Leistungsfähigkeit, für fortschrittlich...","url":"https://www.aioga.com/de/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:23:40.643Z"},"pt-BR":{"title":"Explicação detalhada da família de modelos Claude: Como escolher o melhor modelo para a carga de trabalho","summary":"A Anthropic publicou o guia de seleção do modelo Claude, classificando os modelos em quatro categorias: Mythos/Fable (capacidade máxima, para codificação avançada e tarefas de agentes inteligentes), Opus (tarefas empresariais intensivas em raciocínio), Sonnet (tarefas cotidianas gerais) e Haiku (custo mais baixo e velocidade mais rápida).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Explicação detalhada da família de modelos Claude: Como escolher o melhor modelo para a carga de trabalho - Aioga Notícias de IA","description":"A Anthropic publicou o guia de seleção do modelo Claude, classificando os modelos em quatro categorias: Mythos/Fable (capacidade máxima, para codificação avançada e tarefas de agen...","url":"https://www.aioga.com/pt-BR/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:24:29.022Z"},"ru":{"title":"Подробное объяснение семейства моделей Claude: как выбрать лучшую модель для рабочей нагрузки","summary":"Anthropic выпустила руководство по выбору моделей Claude, разделив модели на четыре категории: Mythos/Fable (максимальные возможности, для передового кодирования и задач агентов), Opus (интенсивные интеллектуальные корпоративные задачи), Sonnet (ежедневные универсальные задачи) и Haiku (минимальные затраты и максимальная скорость).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Подробное объяснение семейства моделей Claude: как выбрать лучшую модель для рабочей нагрузки - Aioga Новости ИИ","description":"Anthropic выпустила руководство по выбору моделей Claude, разделив модели на четыре категории: Mythos/Fable (максимальные возможности, для передового кодирования и задач агентов),...","url":"https://www.aioga.com/ru/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:24:29.641Z"},"ar":{"title":"شرح مفصل لعائلة نماذج Claude: كيفية اختيار أفضل نموذج لأعباء العمل","summary":"أصدرت Anthropic دليل اختيار نموذج Claude، حيث قسمت النماذج إلى أربعة فئات: Mythos/Fable (الأقوى، يستخدم للترميز المتقدم ومهام الوكلاء الذكية)، Opus (المهام المؤسسية المكثفة منطقياً)، Sonnet (المهام اليومية العامة)، و Haiku (أدنى تكلفة وأسرع سرعة).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"شرح مفصل لعائلة نماذج Claude: كيفية اختيار أفضل نموذج لأعباء العمل - Aioga أخبار الذكاء الاصطناعي","description":"أصدرت Anthropic دليل اختيار نموذج Claude، حيث قسمت النماذج إلى أربعة فئات: Mythos/Fable (الأقوى، يستخدم للترميز المتقدم ومهام الوكلاء الذكية)، Opus (المهام المؤسسية المكثفة منطقياً...","url":"https://www.aioga.com/ar/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:25:17.107Z"},"hi":{"title":"क्लॉड मॉडल परिवार का विस्तृत विवरण: कार्यभार के लिए सर्वोत्तम मॉडल कैसे चुनें","summary":"Anthropic ने Claude मॉडल चयन गाइड जारी किया, जिसमें मॉडलों को Mythos/Fable (सबसे शक्तिशाली, उन्नत कोडिंग और एजेंट कार्यों के लिए), Opus (तर्क-गहन व्यावसायिक कार्यों के लिए), Sonnet (दैनिक सामान्य कार्यों के लिए) और Haiku (सबसे कम लागत और सबसे तेज़ गति) चार श्रेणियों में विभाजित किया।","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"क्लॉड मॉडल परिवार का विस्तृत विवरण: कार्यभार के लिए सर्वोत्तम मॉडल कैसे चुनें - Aioga AI समाचार","description":"Anthropic ने Claude मॉडल चयन गाइड जारी किया, जिसमें मॉडलों को Mythos/Fable (सबसे शक्तिशाली, उन्नत कोडिंग और एजेंट कार्यों के लिए), Opus (तर्क-गहन व्यावसायिक कार्यों के लिए), Sonnet...","url":"https://www.aioga.com/hi/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:25:17.253Z"},"it":{"title":"Dettagli sulla famiglia di modelli Claude: come scegliere il modello migliore per il carico di lavoro","summary":"Anthropic ha pubblicato la guida alla selezione del modello Claude, classificando i modelli in quattro categorie: Mythos/Fable (abilità massime, per codifica avanzata e compiti con agenti intelligenti), Opus (compiti aziendali ad alta intensità di ragionamento), Sonnet (compiti generali quotidiani) e Haiku (costo minimo e massima velocità).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Dettagli sulla famiglia di modelli Claude: come scegliere il modello migliore per il carico di lavoro - Aioga Notizie IA","description":"Anthropic ha pubblicato la guida alla selezione del modello Claude, classificando i modelli in quattro categorie: Mythos/Fable (abilità massime, per codifica avanzata e compiti con...","url":"https://www.aioga.com/it/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:26:06.169Z"},"nl":{"title":"Een gedetailleerde uitleg van de Claude-modelfamilie: hoe het beste model voor werklast te kiezen","summary":"Anthropic heeft een gids gepubliceerd voor het kiezen van het Claude-model, waarbij de modellen zijn verdeeld in vier categorieën: Mythos/Fable (de krachtigste, voor geavanceerde codering en agenttaken), Opus (voor redeneergestuurde bedrijfsactiviteiten), Sonnet (voor dagelijkse algemene taken) en Haiku (laagste kosten en hoogste snelheid).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Een gedetailleerde uitleg van de Claude-modelfamilie: hoe het beste model voor werklast te kiezen - Aioga AI-nieuws","description":"Anthropic heeft een gids gepubliceerd voor het kiezen van het Claude-model, waarbij de modellen zijn verdeeld in vier categorieën: Mythos/Fable (de krachtigste, voor geavanceerde c...","url":"https://www.aioga.com/nl/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:25:54.760Z"},"tr":{"title":"Claude model ailesi detaylı açıklaması: İş yükü için en iyi modeli nasıl seçilir","summary":"Anthropic, Claude model seçim rehberini yayımladı ve modelleri Mythos/Fable (en güçlü yetenek, ileri düzey kodlama ve ajan görevleri için), Opus (akıl yürütme yoğun şirket görevleri), Sonnet (günlük genel görevler) ve Haiku (en düşük maliyet ve en hızlı hız) olmak üzere dört kategoriye ayırdı.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Claude model ailesi detaylı açıklaması: İş yükü için en iyi modeli nasıl seçilir - Aioga AI Haberleri","description":"Anthropic, Claude model seçim rehberini yayımladı ve modelleri Mythos/Fable (en güçlü yetenek, ileri düzey kodlama ve ajan görevleri için), Opus (akıl yürütme yoğun şirket görevler...","url":"https://www.aioga.com/tr/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:26:52.723Z"},"vi":{"title":"Giải thích chi tiết về họ mô hình Claude: Làm thế nào để chọn mô hình tốt nhất cho khối lượng công việc","summary":"Anthropic phát hành hướng dẫn lựa chọn mô hình Claude, chia mô hình thành bốn loại: Mythos/Fable (khả năng mạnh nhất, dùng cho lập trình tiên tiến và nhiệm vụ tác nhân thông minh), Opus (nhiệm vụ doanh nghiệp đòi hỏi suy luận cao), Sonnet (nhiệm vụ hàng ngày phổ thông) và Haiku (chi phí thấp nhất và tốc độ nhanh nhất).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Giải thích chi tiết về họ mô hình Claude: Làm thế nào để chọn mô hình tốt nhất cho khối lượng công việc - Tin tức AI Aioga","description":"Anthropic phát hành hướng dẫn lựa chọn mô hình Claude, chia mô hình thành bốn loại: Mythos/Fable (khả năng mạnh nhất, dùng cho lập trình tiên tiến và nhiệm vụ tác nhân thông minh),...","url":"https://www.aioga.com/vi/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:26:50.914Z"},"id":{"title":"Penjelasan mendetail tentang keluarga model Claude: Bagaimana memilih model terbaik untuk beban kerja","summary":"Anthropic merilis panduan pemilihan model Claude, membagi model menjadi empat kategori: Mythos/Fable (kemampuan tertinggi, untuk pengodingan mutakhir dan tugas agen), Opus (tugas perusahaan yang membutuhkan penalaran intensif), Sonnet (tugas umum sehari-hari), dan Haiku (biaya terendah dan kecepatan tercepat).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Penjelasan mendetail tentang keluarga model Claude: Bagaimana memilih model terbaik untuk beban kerja - Berita AI Aioga","description":"Anthropic merilis panduan pemilihan model Claude, membagi model menjadi empat kategori: Mythos/Fable (kemampuan tertinggi, untuk pengodingan mutakhir dan tugas agen), Opus (tugas p...","url":"https://www.aioga.com/id/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:27:33.122Z"},"th":{"title":"คู่มือครอบครัวโมเดล Claude แบบละเอียด: วิธีเลือกโมเดลที่ดีที่สุดสำหรับภาระงาน","summary":"Anthropic เผยแพร่คู่มือการเลือกโมเดล Claude โดยแบ่งโมเดลออกเป็นสี่ประเภท ได้แก่ Mythos/Fable (ความสามารถสูงสุด ใช้สำหรับการเขียนโค้ดขั้นสูงและงานตัวแทนอัจฉริยะ), Opus (งานเชิงเหตุผลที่เข้มข้นสำหรับองค์กร), Sonnet (งานทั่วไปประจำวัน) และ Haiku (ต้นทุนต่ำที่สุดและความเร็วสูงสุด)","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"คู่มือครอบครัวโมเดล Claude แบบละเอียด: วิธีเลือกโมเดลที่ดีที่สุดสำหรับภาระงาน - ข่าว AI Aioga","description":"Anthropic เผยแพร่คู่มือการเลือกโมเดล Claude โดยแบ่งโมเดลออกเป็นสี่ประเภท ได้แก่ Mythos/Fable (ความสามารถสูงสุด ใช้สำหรับการเขียนโค้ดขั้นสูงและงานตัวแทนอัจฉริยะ), Opus (งานเชิงเหตุผ...","url":"https://www.aioga.com/th/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:27:43.721Z"},"pl":{"title":"Szczegółowe omówienie rodziny modeli Claude: Jak wybrać najlepszy model do obciążenia roboczego","summary":"Anthropic opublikował przewodnik wyboru modelu Claude, dzieląc modele na cztery kategorie: Mythos/Fable (największe możliwości, do zaawansowanego kodowania i zadań związanych z agentami), Opus (zadania przedsiębiorstw wymagające intensywnego rozumowania), Sonnet (codzienne zadania uniwersalne) oraz Haiku (najniższe koszty i najszybsza prędkość).","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Szczegółowe omówienie rodziny modeli Claude: Jak wybrać najlepszy model do obciążenia roboczego - Aioga Wiadomości AI","description":"Anthropic opublikował przewodnik wyboru modelu Claude, dzieląc modele na cztery kategorie: Mythos/Fable (największe możliwości, do zaawansowanego kodowania i zadań związanych z age...","url":"https://www.aioga.com/pl/news/cmrz7ov4400lgrox83cwsce9n/","contentTranslated":true,"sourceHash":"7a93243a8674c43b","translatedAt":"2026-07-27T02:28:30.693Z"}}}}