{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-23T06:40:50.084Z","headline":"在 Claude Code 中使用技能构建验证循环","description":"Anthropic 介绍了如何在 Claude Code 中将手动检查转化为验证循环，让 Claude 自动检查并修复工作成果。内置验证包括 `/verify` 技能、代码审查、GitHub Actions 和规范验证等。用户可通过 skill-creator 插件或编写 Markdown 文件创建自定义技能。","url":"https://www.aioga.com/news/cmrwbpmwc009wroj0colke6xz/","mainEntityOfPage":"https://www.aioga.com/news/cmrwbpmwc009wroj0colke6xz/","datePublished":"2026-07-22T16:55:03.785Z","dateModified":"2026-07-22T16:55:03.785Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://claude.com/blog/building-verification-loops-in-claude-code-with-skills","https://aihot.virxact.com/items/cmrwbpmwc009wroj0colke6xz"],"canonicalUrl":"https://www.aioga.com/news/cmrwbpmwc009wroj0colke6xz/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：Anthropic 介绍了如何在 Claude Code 中将手动检查转化为验证循环，让 Claude 自动检查并修复工作成果。 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/cmrwbpmwc009wroj0colke6xz/","dateCreated":"2026-07-22T16:55:03.785Z","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/building-verification-loops-in-claude-code-with-skills","datePublished":"2026-07-22T16:55:03.785Z","provider":{"@type":"Organization","name":"Claude：Blog（网页）","url":"https://claude.com/blog/building-verification-loops-in-claude-code-with-skills"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmrwbpmwc009wroj0colke6xz","datePublished":"2026-07-22T16:55:03.785Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmrwbpmwc009wroj0colke6xz"}}],"aggregationSource":"Claude：Blog（网页）","originalPublisher":{"name":"Claude：Blog（网页）","url":"https://claude.com/blog/building-verification-loops-in-claude-code-with-skills"},"article":{"id":"cmrwbpmwc009wroj0colke6xz","slug":"cmrwbpmwc009wroj0colke6xz","url":"https://www.aioga.com/news/cmrwbpmwc009wroj0colke6xz/","title":"在 Claude Code 中使用技能构建验证循环","title_en":"Building verification loops in Claude Code with skills","summary":"Anthropic 介绍了如何在 Claude Code 中将手动检查转化为验证循环，让 Claude 自动检查并修复工作成果。内置验证包括 `/verify` 技能、代码审查、GitHub Actions 和规范验证等。用户可通过 skill-creator 插件或编写 Markdown 文件创建自定义技能。","source":"Claude：Blog（网页）","sourceUrl":"https://claude.com/blog/building-verification-loops-in-claude-code-with-skills","aiHotUrl":"https://aihot.virxact.com/items/cmrwbpmwc009wroj0colke6xz","publishedAt":"2026-07-22T16:55:03.785Z","category":"技巧观点","score":61,"selected":false,"articleBody":["How to turn your manual checks into skills, so Claude closes its own feedback loop.","Most agentic coding：https://claude.com/blog/introduction-to-agentic-coding sessions follow a loop: you ask for a change, Claude gathers context, takes action, verifies the results, and if needed, loops back to gather additional context.","Verification is how agents check their work before responding. Claude already does some of this from observing the deterministic signals in your codebase, including type checkers, linters, tests, and runtime errors. Whatever Claude can't infer becomes the steps you take to manually check a feature.","These manual steps, however, can be transformed into verification loops. In Claude Code：https://claude.com/product/claude-code, a verification loop is an iterative process where Claude checks and attempts to fix the work.","In this article, we cover the most common types of verification loops and show you what we use inside Anthropic. Then we’ll show how to encode the manual checks you already do as skills, so Claude can close its own feedback loop and you can work on something else while it iterates.","Before diving into designing custom verification loops, it can be helpful to understand the built-in support Claude has for a number of different verification loops. Common features and approaches include:","When you have an existing project and you find yourself making the same small corrections every time Claude implements a new feature for you, it’s time to turn those steps into your own custom verification loop. The first step is to write down everything that you find yourself doing every time","The same goes if you're starting a new project and need to figure out how the project should behave. Write the best-practices version in plain English, the way you'd hand it to a new teammate on day one.","If you're struggling to articulate the verification check itself, ask Claude for best practices first and edit from there. Your version probably differs on a few specific points, and those differences are exactly what you want to capture.","Pro tip : The check doesn't have to be qualitative to belong here. \"Reject any migration that drops a column without a backfill step\" is a deterministic rule no generic linter will catch but a project-specific one will. Anything you keep having to enforce by hand as a manual check qualifies for capture as a loop.","The most common way to encode repetitive steps into a verification loop is to write it as a skill：https://claude.com/blog/complete-guide-to-building-skills-for-claude, and the fastest way to create a skill is to install the skill-creator plugin and let Claude interview you:","You can also hand-write a skill by dropping a markdown file in .claude/skills/ inside your project. The simplest possible verification skill is a few lines of frontmatter plus a body:","The full schema and the philosophy behind it are in our complete guide to building skills：https://claude.com/blog/complete-guide-to-building-skills-for-claude.","The next thing to determine will be how the verification loop kicks off: standalone, embedded, chained, or tied to PR.","You invoke it deliberately, after the artifact exists. A standalone skill earns its place for cross-cutting checks that don't apply every time: a pre-commit security scan, a pre-PR accessibility audit, license-header verification across a repo. Anything you want available across many workflows but don't want firing on every code change.","The cost is that each invocation is still a turn you have to remember to take. The signal that you've outgrown standalone is when you're running it after every change. At that point, the procedure has earned a permanent home: embed it or chain it.","Fires automatically as part of the producing skill. The check belongs to one specific workflow, and the workflow now runs it without you asking.","The simplest version is a one-line append to the producing skill's body:","Verify the embed works by invoking the skill on a fresh task and confirming the new step runs as part of the output. If it doesn't, the skill's description or earlier instructions aren't pulling the appended check in.","Embedded only works on skills you can edit: ones you wrote yourself, or ones installed at a project level where the SKILL.md file is under your control. Built-in skills and plugin-managed skills (the kind that get overwritten on update) are off-limits for this pattern; for those, chain instead.","Skip embedded for checks that span workflows; those want standalone, so you can invoke them from any context.","One skill calls another at its end, and several verified handoffs run end-to-end.","Members of Anthropic's Claude Code team use this pattern in their day-to-day: /code-review hunts for bugs, /simplify cleans up the diff, a /verify skill confirms end-to-end behavior, and a custom /design skill checks against guidelines in a DESIGN.md file if the change touched UI.","Chaining is also how you add verification to a skill you can't modify: build a custom wrapper skill that invokes the original, then invokes your verification skill, as depicted below:","What started as a habit (\"I always run /verify after /simplify\") becomes a contract (\"/simplify always runs /verify when it finishes\"). The chain runs the whole dev cycle on its own. You only step in when something escalates back to you.","You can skip chaining when the steps are independent enough that you sometimes want to run one without the others; chaining trades flexibility for automation. Chained verification loops can increase token spend, so it's best to test these loops before deploying them broadly.","Once the chain is solid for your own changes, the same procedure can run on every PR. A teammate's change passes the same gates yours did, whether they remembered to invoke the chain or not. The infrastructure is the same kind of thing as the chain you already wrote, one step further along: the same skills, the same rubrics, the same standards, applied without depending on the author's diligence.","This is where verification stops being personal infrastructure and becomes team infrastructure：https://claude.com/blog/how-claude-code-works-in-large-codebases-best-practices-and-where-to-start. The check you wrote down to save yourself two minutes a week is now saving everyone two minutes a week, on every change. Hold off on PR-wide gates while the chain is still in flux; every adjustment becomes a team-visible event.","Once you have the process down, you’re ready to expand your loop engineering. The verification loop creation process is consistent, no matter what you’re automating or in what environment:","The more you can encode for Claude to follow, the more often Claude's response will land closer to what you want on the very first try. The corrections you no longer have to fiddle with now free up your attention for the individual and exclusive work that no skill can write down for you.","Get started with verification loops in Claude Code ：https://www.anthropic.com/product/claude-code.","This article was written by Delba de Oliviera, a member of the Claude Code team.","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/68a44d4040f98a4adf2207b6/6903d224d39f9b8e905d1823_b68cbb43d7c8f56f0b14cc867e8d4d74445f78b0-1000x1000.svg","alt":"","afterParagraph":0,"url":"/media/articles/cmrwbpmwc009wroj0colke6xz/a52a99f40fc3f4e5.jpg"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6a60f2068656db3211c097af_5b4284f8.png","alt":"diagram of the agentic loop: 1. gathering context, 2. taking action, 3. verifying results.","afterParagraph":3,"url":"/media/articles/cmrwbpmwc009wroj0colke6xz/aff93b7ae1b90412.png"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/692f76874e94e489958af8ba_Object-CodeMagnifier.svg","alt":"","afterParagraph":32,"url":"/media/articles/cmrwbpmwc009wroj0colke6xz/81e443261c05a278.jpg"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6903d22824d4124c2e33ba8e_b1ce510c468b2920d4f8f61c17a50906801f939a-1000x1000.svg","alt":"","afterParagraph":32,"url":"/media/articles/cmrwbpmwc009wroj0colke6xz/2e542e49eeb40955.jpg"},{"sourceUrl":"https://cdn.prod.website-files.com/68a44d4040f98a4adf2207b6/6903d229061abf091318fc81_6905c83d0735e1bc430025fdd1748d1406079036-1000x1000.svg","alt":"","afterParagraph":32,"url":"/media/articles/cmrwbpmwc009wroj0colke6xz/c6b4a457084e33ed.jpg"}],"mediaStatus":"ok","articleBodyZh":["如何将手动检查转化为技能，让Claude完成自己的反馈循环。","大多数自主编码：https://claude.com/blog/introduction-to-agentic-coding 会话遵循一个循环：你提出修改请求，Claude 收集上下文，采取行动，验证结果，如果需要，再返回收集额外的上下文。","验证是代理在回复之前检查其工作的方式。Claude 已经通过观察你代码库中的确定性信号来做部分验证，包括类型检查器、代码风格检查器、测试和运行时错误。Claude 无法推断的部分就是你手动检查功能时采取的步骤。","然而，这些手动步骤可以转化为验证循环。在 Claude Code：https://claude.com/product/claude-code 中，验证循环是一个迭代过程，Claude 会检查并尝试修复工作。","在本文中，我们将介绍最常见的验证循环类型，并展示我们在Anthropic内部使用的方法。然后，我们将展示如何将你已经进行的手动检查编码为技能，这样Claude就可以完成自己的反馈循环，而你可以在其迭代时处理其他任务。","在深入设计自定义验证循环之前，了解 Claude 对多种验证循环的内置支持可能会很有帮助。常见的功能和方法包括：","当你有一个现有项目，并且发现每次 Claude 为你实现新功能时都要做相同的小调整，就到了将这些步骤转化为自定义验证循环的时候。第一步是记录每次你都会做的所有操作。","如果你开始一个新项目，并且需要确定项目应该如何表现，也一样。用简单的英文写出最佳实践版本，就像你第一天交给新同事一样。","如果你难以清楚表达验证检查本身，先向 Claude 咨询最佳实践，然后从那里编辑。你的版本可能在一些具体点上有所不同，这些差异正是你希望捕捉的内容。","专业提示：检查不必是定性的才能归类在这里。“拒绝任何在没有回填步骤的情况下删除列的迁移”是一个确定性的规则，通用的代码检查器无法捕捉，但特定项目的检查器可以捕捉。任何你必须手动执行的检查，都可以作为循环来捕获。","将重复步骤编码到验证循环中最常见的方法是将其写成技能：https://claude.com/blog/complete-guide-to-building-skills-for-claude，而创建技能最快的方法是安装技能创建插件，让 Claude 采访你：","你也可以通过在项目中的 .claude/skills/ 下放置一个 markdown 文件来手动编写技能。最简单的验证技能只需几行前置信息加上主体：","完整的模式和背后的理念请参见我们的完整技能构建指南：https://claude.com/blog/complete-guide-to-building-skills-for-claude。","下一步要确定的是验证循环如何启动：独立启动、嵌入启动、链式启动，或与 PR 绑定。","你在制品存在之后故意调用它。独立技能适用于并非每次都适用的跨领域检查：提交前的安全扫描、PR 前的可访问性审计、整个仓库的许可证头验证。任何你希望在多个工作流中可用，但不想在每次代码更改时触发的检查。","代价是每次调用仍然是一轮你必须记得去执行的操作。你已经超出独立模式的信号是每次修改后都在运行它。此时，该程序已获得永久位置：嵌入或链式调用。","作为生成技能的一部分自动触发。该检查属于特定的工作流，而该工作流现在在不需要你请求的情况下运行它。","最简单的版本是在生成技能主体中追加一行：","通过在一个新任务上调用技能并确认新步骤作为输出的一部分运行，来验证嵌入是否有效。如果没有运行，说明技能的描述或之前的指令没有将追加的检查拉入。","嵌入式只适用于你可以编辑的技能：你自己编写的技能，或者在项目级别安装的技能，其 SKILL.md 文件在你控制之下。内置技能和插件管理的技能（那种在更新时会被覆盖的技能）不适合这种模式；对于这些，请改用链式调用。","对于跨工作流程的检查可以跳过嵌入式；这些需要独立技能，这样你可以从任何上下文中调用它们。","一个技能在结束时调用另一个技能，并且多个验证过的交接会端到端运行。","Anthropic 的 Claude Code 团队成员在日常工作中使用这种模式：/code-review 用于寻找漏洞，/simplify 清理差异，/verify 技能确认端到端行为，自定义的 /design 技能在变更触及 UI 时，根据 DESIGN.md 文件检查是否符合指南。","链式调用也是为无法修改的技能添加验证的方法：构建一个自定义包装技能，先调用原始技能，再调用你的验证技能，如下所示：","最初只是一个习惯（“我总是在 /simplify 后运行 /verify”）变成了约定（“/simplify 完成后总是运行 /verify”）。链式调用会独立运行整个开发周期。只有当问题升级到你时，你才需要介入。","当步骤足够独立，有时你可能只想运行其中某一步时，可以跳过链式调用；链式调用以自动化换取灵活性。链式验证循环可能增加令牌消耗，因此最好在广泛部署前测试这些循环。","一旦链条对你自己的变更稳固，相同的流程可以用于每个 PR。队友的变更会通过与你相同的门槛，不论他们是否记得调用链条。基础设施与您已经编写的链基本相同，只是进一步一步：相同的技能、相同的评价标准、相同的标准，无需依赖作者的自觉性。","这是验证从个人基础设施变成团队基础设施的地方：https://claude.com/blog/how-claude-code-works-in-large-codebases-best-practices-and-where-to-start。你为了每周节省两分钟而写下的检查，现在正在为每个人在每次更改时节省两分钟。在链条仍在变化时，请先不要设置全 PR 的门槛；每一次调整都会成为团队可见的事件。","一旦你掌握了流程，你就可以扩展你的循环工程。验证循环创建过程是一致的，无论你在自动化什么或在哪种环境下：","你越能为 Claude 编码指令，Claude 的回应在第一次尝试时就越接近你的期望。你不再需要花时间纠正的部分，现在可以腾出精力去专注于那些技能无法为你写下的个性化和独特工作。","开始使用 Claude Code 中的验证循环：https://www.anthropic.com/product/claude-code。","本文由 Claude Code 团队成员 Delba de Oliviera 撰写。","探索更多产品新闻和使用 Claude 建立团队的最佳实践。","产品更新、操作指南、社区聚焦等内容，每月发送至你的收件箱。","嗨 Claude！你能帮我为观众开发一种独特的表达风格吗？如果你需要更多我的信息，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以帮助你更好地完成任务，请告诉我。你可以使用你有权限访问的工具——例如 Google Drive、网络搜索等——如果它们能帮助你更好地完成此任务。不要使用分析工具。请保持回答友好、简短且具有对话性。请尽快完成任务——如果可以生成产物会更好。如果使用产物，请考虑哪种类型的产物（交互式、视觉化、清单等）对这个具体任务最有帮助。谢谢你的帮助！","嗨，Claude！你能帮我改善写作风格吗？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。如果有助于你更好地完成任务，你可以使用你能访问的工具——比如Google Drive、网络搜索等。请不要使用分析工具。请保持你的回复友好、简短和对话式。请尽快执行任务——如果有可行的产物会很棒。如果使用产物，请考虑哪种类型的产物（互动型、视觉型、清单等）对这个具体任务最有帮助。谢谢你的帮助！","嗨，Claude！你能帮我头脑风暴一些创意想法吗？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。如果有助于你更好地完成任务，你可以使用你能访问的工具——比如Google Drive、网络搜索等。请不要使用分析工具。请保持你的回复友好、简短和对话式。请尽快执行任务——如果有可行的产物会很棒。如果使用产物，请考虑哪种类型的产物（互动型、视觉型、清单等）对这个具体任务最有帮助。谢谢你的帮助！","嗨，Claude！你能把复杂的主题讲得简单易懂吗？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。如果有助于你更好地完成任务，你可以使用你能访问的工具——比如Google Drive、网络搜索等。请不要使用分析工具。请保持你的回复友好、简短和对话式。请尽快执行任务——如果有可行的产物会很棒。如果使用产物，请考虑哪种类型的产物（互动型、视觉型、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？如果你需要更多信息，请立即向我提出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。请保持你的回答友好、简短和对话式。请尽快执行这项任务——如果有一个结果产物会更好，并且有意义的话。如果使用结果产物，请考虑哪种类型的结果产物（互动式、可视化、清单等）最适合这项具体任务。谢谢你的帮助！","嗨，Claude！你能帮我准备考试或面试吗？如果你需要更多信息，请立即向我提出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。请保持你的回答友好、简短和对话式。请尽快执行这项任务——如果有一个结果产物会更好，并且有意义的话。如果使用结果产物，请考虑哪种类型的结果产物（互动式、可视化、清单等）最适合这项具体任务。谢谢你的帮助！","嗨，Claude！你能解释一个编程概念吗？如果你需要更多信息，请立即向我提出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。请保持你的回答友好、简短和对话式。请尽快执行这项任务——如果有一个结果产物会更好，并且有意义的话。如果使用结果产物，请考虑哪种类型的结果产物（互动式、可视化、清单等）最适合这项具体任务。谢谢你的帮助！","嗨，Claude！你能帮我看看代码并给我一些建议吗？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——如果有合适的产出物就很好。如果使用产出物，请考虑对于这个特定任务，哪种类型的产出物（互动式、可视化、清单等）最有帮助。谢谢你的帮助！","嗨，Claude！你能和我一起共鸣代码吗？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——如果有合适的产出物就很好。如果使用产出物，请考虑对于这个特定任务，哪种类型的产出物（互动式、可视化、清单等）最有帮助。谢谢你的帮助！","嗨，Claude！你能写资助申请书吗？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——如果有合适的产出物就很好。如果使用产出物，请考虑对于这个特定任务，哪种类型的产出物（互动式、可视化、清单等）最有帮助。谢谢你的帮助！"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Aioga 编辑摘要：Anthropic 介绍了如何在 Claude Code 中将手动检查转化为验证循环，让 Claude 自动检查并修复工作成果。 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：实践类内容的价值在于是否能被复现、是否有明确边界，以及它能否转化为稳定的开发或工作流方法。","viewpoint":"Aioga 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`/verify` 技能、代码审查、GitHub Actions 和规范验证等。用户可通过 skill-creator 插件或编写 Markdown 文件创建自定义技能。","url":"https://www.aioga.com/news/cmrwbpmwc009wroj0colke6xz/"},"en":{"title":"Using skills to build a validation loop in Claude Code","summary":"Anthropic introduced how to turn manual checks into a verification loop in Claude Code, allowing Claude to automatically check and fix work outputs. 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Las verificaciones integradas incluyen la habilidad `/verify`, revisión de código, GitHub Actions y verificación de normas, entre otras. 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Les validations intégrées incluent la compétence `/verify`, la révision de code, les GitHub Actions et la validation des normes. 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Eingebaute Verifikationen umfassen die `/verify`-Fähigkeit, Code-Review, GitHub Actions und Spezifikationsüberprüfung. Benutzer können benutzerdefinierte Fähigkeiten über das Skill-Creator-Plugin oder durch das Erstellen von Markdown-Dateien erstellen.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Verwendung von Fähigkeiten zum Aufbau eines Validierungskreislaufs in Claude Code - Aioga KI-News","description":"Anthropic hat erklärt, wie man in Claude Code manuelle Überprüfungen in einen Verifikationszyklus umwandelt, sodass Claude Ergebnisse automatisch überprüft und korrigiert. Eingebau...","url":"https://www.aioga.com/de/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:04:05.071Z"},"pt-BR":{"title":"Usando habilidades no Claude Code para construir um ciclo de validação","summary":"Anthropic apresentou como transformar a verificação manual em um ciclo de validação no Claude Code, permitindo que Claude verifique e corrija automaticamente os resultados do trabalho. A validação incorporada inclui a habilidade `/verify`, revisão de código, GitHub Actions e validação de especificações. Os usuários podem criar habilidades personalizadas por meio do plugin skill-creator ou escrevendo arquivos Markdown.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Usando habilidades no Claude Code para construir um ciclo de validação - Aioga Notícias de IA","description":"Anthropic apresentou como transformar a verificação manual em um ciclo de validação no Claude Code, permitindo que Claude verifique e corrija automaticamente os resultados do traba...","url":"https://www.aioga.com/pt-BR/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:04:56.441Z"},"ru":{"title":"Использование навыков для создания цикла проверки в Claude Code","summary":"Anthropic представила, как в Claude Code преобразовать ручную проверку в цикл верификации, позволяя Claude автоматически проверять и исправлять результаты работы. Встроенная верификация включает в себя команду `/verify`, код-ревью, GitHub Actions и проверку соответствия стандартам. Пользователи могут создавать собственные навыки с помощью плагина skill-creator или написания файлов Markdown.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Использование навыков для создания цикла проверки в Claude Code - Aioga Новости ИИ","description":"Anthropic представила, как в Claude Code преобразовать ручную проверку в цикл верификации, позволяя Claude автоматически проверять и исправлять результаты работы. Встроенная верифи...","url":"https://www.aioga.com/ru/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:04:54.402Z"},"ar":{"title":"استخدام المهارات لبناء حلقة التحقق في Claude Code","summary":"قدمت شركة Anthropic كيفية تحويل الفحص اليدوي إلى حلقة تحقق في Claude Code، مما يسمح لـ Claude بفحص الأعمال تلقائيًا وإصلاحها. وتشمل عملية التحقق المدمجة مهارات `/verify`، ومراجعة الكود، و GitHub Actions، والتحقق من المطابقة للمعايير، وغيرها. يمكن للمستخدمين إنشاء مهارات مخصصة من خلال مكون skill-creator الإضافي أو بكتابة ملفات Markdown.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"استخدام المهارات لبناء حلقة التحقق في Claude Code - Aioga أخبار الذكاء الاصطناعي","description":"قدمت شركة Anthropic كيفية تحويل الفحص اليدوي إلى حلقة تحقق في Claude Code، مما يسمح لـ Claude بفحص الأعمال تلقائيًا وإصلاحها. وتشمل عملية التحقق المدمجة مهارات `/verify`، ومراجعة ا...","url":"https://www.aioga.com/ar/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:05:41.651Z"},"hi":{"title":"Claude कोड में कौशल का उपयोग करके सत्यापन चक्र बनाना","summary":"Anthropic ने यह बताया कि Claude Code में मैनुअल जांच को कैसे वेरिफिकेशन लूप में बदला जा सकता है, ताकि Claude अपने आप कार्य परिणामों की जांच और सुधार कर सके। इनबिल्ट वेरिफिकेशन में `/verify` कौशल, कोड समीक्षा, GitHub Actions और विनियम वेरिफिकेशन शामिल हैं। उपयोगकर्ता skill-creator प्लगइन के माध्यम से या Markdown फ़ाइलें लिखकर कस्टम कौशल बना सकते हैं।","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Claude कोड में कौशल का उपयोग करके सत्यापन चक्र बनाना - Aioga AI समाचार","description":"Anthropic ने यह बताया कि Claude Code में मैनुअल जांच को कैसे वेरिफिकेशन लूप में बदला जा सकता है, ताकि Claude अपने आप कार्य परिणामों की जांच और सुधार कर सके। इनबिल्ट वेरिफिकेशन में...","url":"https://www.aioga.com/hi/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:05:54.893Z"},"it":{"title":"Costruire un ciclo di verifica utilizzando le competenze in Claude Code","summary":"Anthropic ha introdotto come trasformare i controlli manuali in cicli di verifica in Claude Code, permettendo a Claude di controllare e correggere automaticamente i risultati del lavoro. Le verifiche integrate includono abilità come `/verify`, revisione del codice, GitHub Actions e verifica delle specifiche. Gli utenti possono creare abilità personalizzate tramite il plugin skill-creator o scrivendo file Markdown.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Costruire un ciclo di verifica utilizzando le competenze in Claude Code - Aioga Notizie IA","description":"Anthropic ha introdotto come trasformare i controlli manuali in cicli di verifica in Claude Code, permettendo a Claude di controllare e correggere automaticamente i risultati del l...","url":"https://www.aioga.com/it/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:06:37.960Z"},"nl":{"title":"Gebruik vaardigheden in Claude Code om een verificatielus te bouwen","summary":"Anthropic introduceerde hoe handmatige controles in Claude Code kunnen worden omgezet in verificatielussen, zodat Claude automatisch werkresultaten kan controleren en corrigeren. Ingebouwde verificatie omvat vaardigheden zoals `/verify`, codebeoordeling, GitHub Actions en standaardenverificatie. Gebruikers kunnen aangepaste vaardigheden maken via de skill-creator plugin of door Markdown-bestanden te schrijven.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Gebruik vaardigheden in Claude Code om een verificatielus te bouwen - Aioga AI-nieuws","description":"Anthropic introduceerde hoe handmatige controles in Claude Code kunnen worden omgezet in verificatielussen, zodat Claude automatisch werkresultaten kan controleren en corrigeren. I...","url":"https://www.aioga.com/nl/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:06:34.812Z"},"tr":{"title":"Claude Code'da becerileri kullanarak doğrulama döngüsü oluşturma","summary":"Anthropic, Claude Code'da manuel kontrolleri doğrulama döngüsüne nasıl dönüştürebileceğinizi ve Claude'un çalışma çıktısını otomatik olarak nasıl kontrol edip düzeltebileceğini tanıttı. Yerleşik doğrulama, `/verify` yeteneği, kod incelemesi, GitHub Actions ve standart doğrulamayı içerir. Kullanıcılar, skill-creator eklentisi veya Markdown dosyası yazarak özel yetenekler oluşturabilir.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Claude Code'da becerileri kullanarak doğrulama döngüsü oluşturma - Aioga AI Haberleri","description":"Anthropic, Claude Code'da manuel kontrolleri doğrulama döngüsüne nasıl dönüştürebileceğinizi ve Claude'un çalışma çıktısını otomatik olarak nasıl kontrol edip düzeltebileceğini tan...","url":"https://www.aioga.com/tr/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:07:24.757Z"},"vi":{"title":"Sử dụng kỹ năng trong Claude Code để xây dựng vòng lặp xác minh","summary":"Anthropic đã giới thiệu cách chuyển kiểm tra thủ công thành vòng lặp xác minh trong Claude Code, để Claude tự động kiểm tra và sửa các kết quả công việc. Xác minh tích hợp bao gồm kỹ năng `/verify`, xem xét mã, GitHub Actions và xác minh tiêu chuẩn. Người dùng có thể tạo kỹ năng tùy chỉnh thông qua plugin skill-creator hoặc viết tệp Markdown.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Sử dụng kỹ năng trong Claude Code để xây dựng vòng lặp xác minh - Tin tức AI Aioga","description":"Anthropic đã giới thiệu cách chuyển kiểm tra thủ công thành vòng lặp xác minh trong Claude Code, để Claude tự động kiểm tra và sửa các kết quả công việc. Xác minh tích hợp bao gồm...","url":"https://www.aioga.com/vi/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:07:29.115Z"},"id":{"title":"Membangun siklus verifikasi menggunakan keterampilan di Claude Code","summary":"Anthropic memperkenalkan bagaimana mengubah pemeriksaan manual menjadi siklus verifikasi di Claude Code, sehingga Claude secara otomatis memeriksa dan memperbaiki hasil kerja. Verifikasi bawaan termasuk keterampilan `/verify`, tinjauan kode, GitHub Actions, dan verifikasi spesifikasi. Pengguna dapat membuat keterampilan khusus melalui plugin skill-creator atau dengan menulis file Markdown.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Membangun siklus verifikasi menggunakan keterampilan di Claude Code - Berita AI Aioga","description":"Anthropic memperkenalkan bagaimana mengubah pemeriksaan manual menjadi siklus verifikasi di Claude Code, sehingga Claude secara otomatis memeriksa dan memperbaiki hasil kerja. Veri...","url":"https://www.aioga.com/id/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:08:09.782Z"},"th":{"title":"ใช้ทักษะสร้างวงจรตรวจสอบใน Claude Code","summary":"Anthropic แนะนำวิธีการเปลี่ยนการตรวจสอบด้วยมือเป็นวงจรการตรวจสอบใน Claude Code เพื่อให้ Claude ตรวจสอบและแก้งานโดยอัตโนมัติ การตรวจสอบในตัวประกอบด้วยทักษะ `/verify` การตรวจสอบโค้ด GitHub Actions และการตรวจสอบมาตรฐาน ผู้ใช้สามารถสร้างทักษะที่กำหนดเองผ่านปลั๊กอิน skill-creator หรือการเขียนไฟล์ Markdown","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"ใช้ทักษะสร้างวงจรตรวจสอบใน Claude Code - ข่าว AI Aioga","description":"Anthropic แนะนำวิธีการเปลี่ยนการตรวจสอบด้วยมือเป็นวงจรการตรวจสอบใน Claude Code เพื่อให้ Claude ตรวจสอบและแก้งานโดยอัตโนมัติ การตรวจสอบในตัวประกอบด้วยทักษะ `/verify` การตรวจสอบโค้ด...","url":"https://www.aioga.com/th/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:08:22.147Z"},"pl":{"title":"Używanie umiejętności w Claude Code do tworzenia pętli walidacyjnej","summary":"Anthropic przedstawiło, jak w Claude Code przekształcić ręczną kontrolę w pętlę weryfikacyjną, pozwalając Claude automatycznie sprawdzać i poprawiać wyniki pracy. Wbudowana weryfikacja obejmuje umiejętność `/verify`, przegląd kodu, GitHub Actions oraz weryfikację specyfikacji. Użytkownicy mogą tworzyć niestandardowe umiejętności za pomocą wtyczki skill-creator lub pisania plików Markdown.","category":"技巧观点","source":"Claude：Blog（网页）","aggregationSource":"Claude：Blog（网页）","pageTitle":"Używanie umiejętności w Claude Code do tworzenia pętli walidacyjnej - Aioga Wiadomości AI","description":"Anthropic przedstawiło, jak w Claude Code przekształcić ręczną kontrolę w pętlę weryfikacyjną, pozwalając Claude automatycznie sprawdzać i poprawiać wyniki pracy. Wbudowana weryfik...","url":"https://www.aioga.com/pl/news/cmrwbpmwc009wroj0colke6xz/","contentTranslated":true,"sourceHash":"240be50b0f872a21","translatedAt":"2026-07-22T22:09:10.146Z"}}}}