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Changes on 2026-03-10

12 total changes in 5 runs

21:28 EST

🤖 AI Batch Analysis

### 分析报告 1. **Overall Summary** 此次更新修复了 `interactive-mode.md` 中 `/btw` 命令说明的内部锚点链接,通过将斜杠 `/` 进行 URL 编码(变为 `%2F`),解决了点击链接后可能无法正确跳转至对应章节的问题。 2. **Key Themes across pages** * **文档维护与修正**:专注于提高文档内部链接的准确性和可用性。 * **Markdown 格式规范化**:修正了包含特殊字符(如 `/`)的锚点编码方式。 3. **Impact level** **Low** **Reasoning**: 这是一个纯文档层面的格式修正,不涉及任何 API 变更、功能调整或代码逻辑修改。它仅改善了阅读文档时的导航体验,不会影响现有程序的运行或开发流程。 4. **Action items for developers** * 如果您维护了该文档的本地副本或镜像,请同步此更改以修复死链。 * 在编写 Markdown 文档时,注意对包含特殊字符的标题 ID 进行 URL 编码(例如将 `/` 替换为 `%2F`),以确保跨浏览器的兼容性。
💭 Model Reasoning
1. **Analyze the Request:** * **Role:** World-class programmer, expert in developer tools/docs. * **Task:** Analyze documentation changes (single batch). * **Format:** Concise, insightful analysis in Markdown. * **Language:** Chinese (requested at the end). * **Input:** One page change (`interactive-mode.md`), diff showing a modification to the `/btw` command description link. * **Output Structure:** 1. Overall Summary. 2. Key Themes. 3. Impact Level (with reasoning). 4. Action Items (max 5 bullets). 2. **Analyze the Diff:** * **File:** `interactive-mode.md`. * **Change:** In the row for `/btw <question>`, the markdown link target changed from `#side-questions-with-btw` to `#side-questions-with-%2Fbtw`. * **Interpretation:** This is a fix to a broken or malformed anchor link. It ensures that clicking the "side question" link jumps correctly to the section header titled "Side questions with /btw". The slash (`/`) in anchors needs to be URL-encoded as `%2F` in Markdown links to work correctly in most browsers/renderers. 3. **Drafting the Content (Internal Monologue/Drafting in English first):** * *Overall Summary:* This change fixes the internal link anchor for the `/btw` command explanation. It ensures the documentation link works correctly. * *Key Themes:* Documentation maintenance, link fixing, URL encoding. * *Impact Level:* Low. It's a formatting fix, no logic change. * *Action Items:* None really, maybe just update the docs locally if you forked them. Not a code change. 4. **Translating and Refining to Chinese:** * *Overall Summary:* 此次更新修复了 `interactive-mode.md` 中 `/btw` 命令说明部分的内部链接锚点,确保点击链接后能正确跳转至对应的解释章节。 * *Key Themes:* * 文档维护与修正 * 内部超链接修复 * Markdown URL 编码规范化 * *Impact Level:* **Low**。这仅涉及文档内部链接的格式修正(将斜杠 `/` 编码为 `%2F`),不涉及功能变更或 API 变动。 * *Action Items:* * 如果你有本地克隆的文档库,建议同步此更新以修复潜在的链接失效问题。 * 编写 Markdown 文档时,注意对包含特殊字符(如 `/`)的锚点进行 URL 编码。 5. **Final Polish (matching the persona):** * Make it professional and concise. * Ensure the tone is "world-class programmer". * *Refined Summary:* 修复了 `/btw` 命令在文档中的内部锚点链接,通过 URL 编码解决了潜在跳转失效问题。 * *Refined Themes:* 文档可维护性, 链接修正. * *Refined Impact:* **Low**. 纯文档链接格式修正,不影响代码逻辑或用户体验。 * *Refined Actions:* 无需代码修改。建议同步文档以避免死链。 6. **Final Output Generation:** (Proceed to generate the Markdown response). * *Self-Correction during drafting:* The user asked for "what changed and why it matters". The change is trivial, but the "why it matters" is about accessibility and documentation usability. * *Structure check:* 1. Summary: Done. 2. Themes: Done. 3. Impact: Low, reasoning provided. 4. Action items: Minimal. 7. **Final Output Construction:** (See the actual response below).

📚 Claude Code

19:22 EST

🤖 AI Batch Analysis

1. **Overall Summary** 引入了新的斜杠命令 `/btw`,允许开发者在 AI 处理长任务时并行提问,利用当前上下文获取信息,且不污染对话历史或消耗额外 Token。 2. **Key Themes** * **非阻塞式工作流**:`/btw` 允许在主任务运行时插入临时查询,结果以浮层形式展示,按 Space/Esc 即可关闭,不中断主线程。 * **上下文与工具的权衡**:明确了该命令的权限边界——拥有完整的对话上下文可见性,但**没有任何工具访问权限**(不能读文件、跑命令)。 * **成本优化**:通过复用父对话的 Prompt 缓存,将单次提问的额外成本降至最低。 * **架构定位**:文档中将 `/btw` 定义为 Subagents 的“反向操作”——前者是“有眼无手”(看得到上下文但干不了活),后者是“有手无眼”(能干活但不知道上下文)。 3. **Impact level** **Medium** * **理由**:这是一个全新的功能增强,而非破坏性变更。它极大地改善了长时间交互会话的体验,解决了开发者“想问个小事又怕打断思路”的痛点,但需要开发者学习其特定的限制(无工具权限)。 4. **Action items for developers** * **利用 `/btw` 查询记忆**:当你需要询问刚才提到的配置文件名、变量定义或之前的决策逻辑时,使用此命令。 * **避免用于执行操作**:不要尝试用 `/btw` 让 AI 读取新文件或运行测试,它只能基于已知信息回答。 * **区分查询场景**:如果是“这行代码是什么意思”用 `/btw`;如果是“帮我找个文件”或“运行个命令”,请继续使用 Subagent 或主对话。 * **注意单次交互**:由于不支持多轮对话,确保问题一次性表述清晰。
💭 Model Reasoning
1. **Understand the Goal**: The user wants a concise analysis of documentation changes (two pages) focusing on what matters to developers, written in Chinese. 2. **Analyze the Input**: * **Page 1: `interactive-mode.md`**: * Added a command `/btw <question>` to the command table. * Added a new section "Side questions with /btw". * Key features of `/btw`: * Ask quick questions without adding to history. * Full visibility into current conversation. * Ephemeral (appears in overlay). * Available while Claude is working (non-blocking). * No tool access (can't read files, run commands). * Single response (no follow-up). * Low cost (reuses prompt cache). * Dismissible via Space/Enter/Esc. * Comparison: Inverse of subagents (full context + no tools vs. empty context + tools). * **Page 2: `sub-agents.md`**: * Added a tip/suggestion in the considerations section. * Advice: Use `/btw` for quick questions about existing context instead of a subagent. * Reason: `/btw` sees full context but no tools, answer discarded. 3. **Synthesize the Analysis**: * **Overall Summary**: A new `/btw` slash command has been introduced for asking ephemeral side questions that have full visibility into the current conversation but do not use tools or affect history. * **Key Themes**: * *Workflow Efficiency*: Adding a way to interrupt/query without derailing main tasks. * *Context Management*: Distinguishing between "tools but empty context" (subagents) and "no tools but full context" (`/btw`). * *Cost/Performance*: Emphasizing low cost via prompt cache reuse and non-blocking execution. * **Impact Level**: **Low/Medium**. It's a feature addition (new command), not a breaking change. It significantly improves developer experience (DX) for complex sessions. * **Action Items**: * Try using `/btw` for quick reminders or clarifications during long tasks. * Understand the limitation: it cannot run terminal commands or read new files. * Choose between `/btw` and subagents based on whether you need *knowledge from context* (`/btw`) or *actions/tools* (subagents). 4. **Drafting the Response (in Chinese)**: * *Summary*: 引入了新的斜杠命令 `/btw`,用于在不中断主任务或污染对话历史的情况下,询问基于当前上下文的临时问题。 * *Themes*: * 非阻塞交互:允许在 AI 处理任务时并行提问。 * 上下文复用:利用现有对话记忆,无权使用外部工具。 * 架构区分:明确了 `/btw`(全上下文、无工具)与 Subagent(无上下文、全工具)的互补关系。 * *Impact*: Medium. It's a UX improvement that optimizes workflow but doesn't change existing code logic. * *Action Items*: * 利用 `/btw` 快速检索记忆中的信息(如变量名、之前的决策)。 * 避免用它执行需要文件读取或命令运行的操作。 * 在需要“获取新信息”时继续使用 Subagent,需要“查询旧信息”时使用 `/btw`。 5. **Refining the Language**: Ensure professional, concise, developer-centric tone. * *Summary*: 新增 `/btw` 命令,允许开发者在不中断主任务、不污染对话历史的前提下,基于当前上下文快速提问。 * *Themes*: * **非阻塞式查询**:可在 AI 处理过程中并行提问,结果以浮层展示。 * **工具限制与上下文复用**:该命令拥有完整上下文可见性,但无法读取文件或执行命令,且成本极低(复用 Prompt 缓存)。 * **功能边界界定**:明确了 `/btw` 与 Subagents 的互斥关系(前者“有眼无手”,后者“有手无眼”)。 * *Impact*: **Medium**. (Reason: New feature, improves DX significantly for complex workflows, but isn't a breaking change). * *Action Items*: * 在需要快速确认代码细节或过往决策时使用 `/btw`。 * 理解其单次回复限制,无需交互时使用。 * 区分使用场景:需要查询已知信息用 `/btw`,需要探索外部环境用 Subagents。 6. **Final Check against constraints**: * Markdown format? Yes. * Chinese? Yes. * Concise? Yes. * Focus on developers? Yes. 7. **Final Output Generation**. (Proceed to generate output based on the refined draft).

📚 Claude Code

18:23 EST

🤖 AI Batch Analysis

```markdown # 文档变更分析 ## 1. 总体摘要 文档更新了插件的加载和更新工作流程,将大多数情况下需要“重启应用”的操作替换为执行 `/reload-plugins` 命令,旨在减少开发过程中的等待时间并提升效率。 ## 2. 关键主题 - **引入热重载命令**:确立了 `/reload-plugins` 为应用插件变更(如更新、安装、Skills 修改)的标准操作。 - **保留特定限制**:明确指出虽然一般插件更改支持热重载,但 **LSP 服务器配置** 的变更仍然需要完整重启。 - **自动化流程更新**:将市场自动更新后的用户引导也调整为使用新命令,统一了用户体验。 ## 3. 影响程度 **Medium (中等)** - **理由**:这虽然不是破坏性变更(旧的重启方式依然有效),但属于显著的工作流优化。忽略 LSP 的例外规则可能会让部分开发者在调试语言服务器支持时遇到困惑,因此开发者需要适应这一新的操作规范。 ## 4. 开发者行动项 - 在开发插件或更新插件后,使用 `/reload-plugins` 命令来快速验证更改,避免重启应用。 - 特别注意:当修改涉及 **LSP 服务器配置** 时,请务必执行完整重启。 - 更新团队内部的插件开发指南,将“重启 Claude Code”的步骤替换为“运行 `/reload-plugins`”。 ```
💭 Model Reasoning
1. **Analyze the Request**: * **Role**: World-class programmer analyzing documentation changes. * **Format**: Markdown, concise, insightful. * **Content**: Analyze diffs for two pages (`discover-plugins.md` and `plugins.md`). * **Language**: Chinese. 2. **Analyze the Diffs**: * **Page 1: `discover-plugins.md`** * Change: "suggesting you restart Claude Code" -> "prompting you to run `/reload-plugins`". * Context: Auto-updates for plugins. * **Page 2: `plugins.md`** * Change 1: "Restart Claude Code to pick up the changes" -> "Run `/reload-plugins` to pick up the changes". * Change 2: "restart Claude Code to load the Skills" -> "run `/reload-plugins` to load the Skills". * Change 3: "restart Claude Code to pick up the updates" -> "run `/reload-plugins` to pick up the updates without restarting. Changes to LSP server configuration still require a full restart." * **Observation**: The documentation is shifting from requiring a full application restart to using a command (`/reload-plugins`) for most plugin-related changes, with a specific exception noted for LSP server configurations. 3. **Synthesize Findings**: * *What changed?* The instruction on how to refresh plugins after updates or development changes. * *Why?* To improve developer experience (DX) by reducing the time spent restarting the application. The `/reload-plugins` command is now the standard workflow. * *Nuance*: LSP server changes still need a restart, which is a crucial detail for developers working on language support. 4. **Draft the Output (in Chinese)**: * **1. Overall Summary (总体摘要)**: * 文档更新了插件加载和热重载的工作流程,将原本需要重启应用的操作替换为执行 `/reload-plugins` 命令,以提升开发效率。 * **2. Key Themes across pages (关键主题)**: * **热重载优先**: 强调使用 `/reload-plugins` 而非重启 Claude Code 来应用插件变更。 * **例外说明**: 明确指出除了 LSP 服务器配置变更仍需完整重启外,大多数插件更改(如 Skills、Agent)均可通过命令热加载。 * **用户体验优化**: 减少了开发者在调试或更新插件时的等待时间。 * **3. Impact level (影响程度)**: * **Medium (中等)**. 这不是破坏性变更,但显著改变了开发者的日常操作习惯。如果开发者继续使用“重启”法虽然也能达到目的,但会失去新命令带来的效率优势。忽略 LSP 的特殊规则可能导致调试困惑。 * **4. Action items for developers (开发者行动项)**: * 在开发或更新插件后,使用 `/reload-plugins` 命令代替重启应用。 * 请注意,修改 LSP 服务器配置时,仍需执行完整重启。 * 更新现有的插件开发教程或内部文档以反映这一工作流变化。 5. **Review and Refine**: * Is it concise? Yes. * Is it insightful? Yes, it highlights the DX improvement and the LSP caveat. * Is it in Markdown? Yes. * Is it in Chinese? Yes. 6. **Final Output Generation** (similar to step 4).

📚 Claude Code

15:34 EST

🤖 AI Batch Analysis

### 整体摘要 文档对 Files API 的代码示例进行了全面重构,通过去除冗余样板代码和使用变量引用替代硬编码 ID,显著提升了代码示例的清晰度与逻辑连贯性。 ### 关键主题 * **代码精简与聚焦**:大幅删减了示例中不必要的初始化、导入语句以及用于测试的文件生成逻辑(特别是 Go 语言示例),使开发者能更专注于核心 API 调用本身。 * **增强逻辑连贯性**:将引用文件部分的硬编码 ID(如 `file_011CN...`)统一替换为变量(如 `uploaded.id`、`$FILE_ID`),更真实地演示了“先上传获取 ID,再引用 ID”的标准开发流程。 * **格式与可读性优化**:Bash 示例改用 Heredoc (`EOF`) 格式处理 JSON,Python/TypeScript/C# 示例移除了 `nocheck` 等非必要标记,代码排版更整洁。 * **语言特定调整**:Ruby 示例更新为使用 `Anthropic::FilePart.new` 显式指定 content type;Java 示例改进了 `MultipartField` 的构建方式。 ### 影响等级:低 **理由**:此次变更仅涉及文档层面的代码示例优化和措辞微调,旨在改善开发者的阅读体验和上手速度,并未涉及 API 接口本身的功能变更或破坏性更新。 ### 开发者行动项 * **参考新写法**:如果在集成 Go 或 Ruby SDK,请参考新的精简写法,特别是 Go 语言中 `anthropic.File` 的使用和 Ruby 中 `FilePart` 的构造。 * **采用变量模式**:在实际编码中,遵循文档推荐的“上传时保存返回对象 -> 提取 ID -> 传入 Messages API”的模式,避免在代码中硬编码文件 ID。 * **无需修改现有代码**:现有的 API 调用代码不受影响,无需进行强制性修改。
💭 Model Reasoning
1. **Understand the Goal**: The user wants a concise, insightful analysis of documentation changes for Anthropic's Files API, specifically focusing on what matters to developers. The output must be in Chinese. 2. **Analyze the Diff**: * **File**: `build-with-claude/files.md` * **Changes**: +118 / -142. Net reduction in lines, mostly code refactoring and formatting. * **Key observations**: * **Text Change**: "Upload files to *our* secure storage" changed to "Upload files to *Anthropic's* secure storage". Minor branding/language refinement. * **Code Block Formatting/Refactoring**: * The `CodeGroup` syntax seems to have changed slightly (removed language labels like "Shell", "Python nocheck" etc., inside the markdown code block fence, or moved them). * Code snippets have been cleaned up. Boilerplate imports and initialization lines (like `import anthropic`, `client = anthropic.Anthropic()`) were removed in some examples (Python, TS, C#, Go, Java) to focus on the specific API call. * **Variables**: Hard-coded IDs (e.g., `file_011CNha8iCJcU1wXNR6q4V8w`) were replaced with variable references (e.g., `$FILE_ID`, `file_id`, `uploaded.id`, `fileId`) in the "Reference files" section. This suggests a shift towards more realistic, copy-pasteable code flow where the upload result is actually used. * **Language-Specific Changes**: * **Python**: Removed `nocheck`. Removed redundant initialization code. * **TypeScript**: Cleaned up `toFile` usage and formatting. Used `uploaded.id` variable. * **C#:** Cleaned up initialization. Used `fileId` variable. * **Go**: Significant change. Previous code included `init` function creating dummy files and extensive setup. New code just shows the upload logic with `anthropic.File()`. Much more concise and focused on the SDK usage. * **Java**: Previous code hid imports. New code shows `MultipartField.builder()` usage more clearly. * **Ruby**: Changed to use `Anthropic::FilePart.new` explicitly specifying content type, whereas before it was just `File.open`. * **Bash**: Changed from JSON string inline to Heredoc (`EOF`) for better readability. 3. **Synthesize "What Changed"**: * Documentation examples were refactored for conciseness and readability. * Hard-coded values replaced with variables to demonstrate logical flow (upload -> use ID). * Boilerplate code removed from examples to highlight the specific API calls. * Formatting improvements (Heredoc for Bash, cleaner indentation). * Minor text rebranding ("our" -> "Anthropic's"). 4. **Determine "Why it Matters"**: * Developers can now easier understand how to chain the upload operation with the usage operation (by seeing variables like `uploaded.id` instead of static strings). * Cleaner code snippets mean less cognitive load when looking up syntax. * The Go example is much more usable now (removed dummy file creation logic that confused the actual API call). 5. **Determine Impact Level**: * **Low**. These are documentation improvements. The API behavior itself hasn't changed based on the text. The changes make the docs better but don't break existing code. 6. **Formulate Action Items**: * Review the new syntax for specific languages if copying/pasting examples (especially Go and Ruby changes). * Update internal teaching materials/tutorials if they relied on the older, more verbose examples. * Adopt the variable usage pattern (storing the result of `upload` and passing it to `messages`) in production code. 7. **Drafting the Response (in Chinese)**: * *Overall Summary*: 文档进行了重构,主要优化了代码示例的可读性和实用性,去除了冗余的样板代码,并改进了代码流程的逻辑演示。 * *Key Themes*: * **代码简化**: 移除了不必要的初始化、导入和 mock 文件生成代码(尤其是 Go 示例),聚焦于核心 API 调用。 * **逻辑连贯性**: 将硬编码的 ID(如 `file_011...`)替换为变量(如 `uploaded.id` 或 `$FILE_ID`),更真实地展示了“上传后引用”的数据流。 * **格式优化**: Bash 示例改用 Heredoc (`EOF`) 提升可读性;Ruby 示例明确了 `FilePart` 的使用方式。 * **措辞微调**: 将 "our" 改为 "Anthropic's",提升品牌清晰度。 * *Impact*: **Low**。这些是文档层面的改进,旨在提升开发体验,不涉及 API 功能变更或破坏性修改。 * *Action Items*: * 如果你的教程或代码示例使用了旧文档中的 Go 或 Ruby 写法,建议对比更新。 * 在实际开发中,参考新文档的变量传递模式(将上传返回的 ID 传递给 Messages API),而非硬编码 ID。 * 无需更改现有生产环境代码。 8. **Review and Refine**: * Check tone: Professional, world-class programmer. * Check language: Chinese. * Check constraints: Markdown format, concise. *Self-Correction during drafting*: Make sure to mention the Go changes specifically, as they were quite substantial in cleaning up the noise. Also, note the Ruby change to `FilePart`. 9. **Final Output Generation** (Matches the structure requested).

📚 Anthropic API

00:04 EST

🤖 AI Batch Analysis

1. **Overall Summary** 本次文档更新主要包含代码块标记的标准化(将 `cURL` 统一为 `Shell`)以及代码示例质量的改进(使用更具体的数据替换占位符),旨在提升文档的一致性与可读性,不涉及 API 或 SDK 的功能性变更。 2. **Key Themes** * **代码块标记标准化**:在多个页面(`beta-headers`、`context-windows`、`context-editing`、`memory-tool`)中,将 Shell 代码块的语言标识符从 `bash cURL` 统一修改为 `bash Shell`。 * **示例数据具体化**:在 `structured-outputs` 页面中,将原本模糊的占位符(如 `"..."`)替换为真实的业务场景数据(如具体的联系人信息、发票详情、含日期的航班搜索请求),使示例更具可执行性和参考价值。 * **测试数据量调整**:在 `extended-thinking` 页面的多语言示例中,将用于演示缓存机制的文本截取长度从 5000 字符增加到 10000 字符。 3. **Impact Level** **Low** (影响极低) * **理由**:所有变更均局限于文档层面,主要是格式调整和示例代码的优化。未修改 API 端点、参数定义或 SDK 行为,开发者无需更改现有代码。 4. **Action Items for Developers** * 无需对现有应用程序代码进行任何修改。 * (可选)如果您正在参考文档实现 **Structured Outputs** 或 **Extended Thinking** 功能,建议查看更新后的示例,新的输入数据更能反映实际使用场景。
💭 Model Reasoning
1. **Analyze the Request:** * **Role:** World-class programmer analyzing documentation changes. * **Task:** Analyze 6 specific pages with provided diffs as a single batch. * **Output Format:** Markdown, concise, insightful, focusing on developers. * **Language:** Chinese (as requested: "请用中文回复"). * **Structure:** Overall Summary, Key Themes, Impact Level, Action Items. 2. **Analyze the Diffs:** * **Page 1: `api/beta-headers.md`** * *Diff:* Changed code block language identifier from `bash cURL` to `bash Shell`. * *Meaning:* Formatting change for consistency. * **Page 2: `build-with-claude/extended-thinking.md`** * *Diff:* Multiple instances (Python, TypeScript, C#, Go, Java, PHP, Ruby). Changed `LARGE_TEXT` slicing/substring logic from `[:5000]` to `[:10000]`. * *Meaning:* Increased the sample data size used in extended thinking caching examples. This is likely to make the caching demonstration more robust or relevant to higher context windows. * **Page 3: `build-with-claude/context-windows.md`** * *Diff:* Changed code block language identifier from `bash cURL` to `bash Shell`. * *Meaning:* Formatting change. * **Page 4: `build-with-claude/context-editing.md`** * *Diff:* Multiple instances. Changed code block language identifier from `bash cURL` to `bash Shell`. * *Meaning:* Formatting change. * **Page 5: `build-with-claude/structured-outputs.md`** * *Diff:* Multiple code examples (Python, Java, Ruby, C#, Go, PHP, TypeScript). * *Change 1:* Replaced placeholder `"..."` in user messages with more descriptive examples (e.g., "Extract contact info: John Smith...", "Invoice #12345...", "Search for flights to Tokyo departing June 1, 2026"). * *Change 2:* Updated tool use examples to be more specific ("Help me plan a trip from New York to Paris..."). * *Meaning:* Improving the clarity and executability of example code. Moving from generic placeholders to realistic input scenarios. * **Page 6: `agents-and-tools/tool-use/memory-tool.md`** * *Diff:* Changed code block language identifier from `bash cURL` to `bash Shell`. * *Meaning:* Formatting change. 3. **Synthesize Findings:** * *Overall Summary:* The changes primarily consist of documentation formatting standardizations (code block identifiers) and improvements to code sample realism and data size in examples. * *Key Themes:* * **Formatting Consistency:** Uniformly changing `bash cURL` to `bash Shell` across multiple pages. * **Example Clarity:** Replacing placeholders like `"..."` with concrete, realistic data (emails, invoice numbers, dates) in Structured Outputs documentation. * **Data Sizing:** Increasing the sample text buffer size from 5000 to 10000 characters in Extended Thinking examples. * *Impact Level:* **Low**. These are non-breaking changes to documentation only. No API logic or SDK interfaces have changed. * *Action Items:* * None strictly required for existing code. * Optional: Review the updated Structured Outputs examples if you are implementing them, as they provide more concrete usage patterns now. 4. **Drafting the Response (in Chinese):** * *Summary:* 本次文档更新主要涉及代码示例的格式标准化以及示例数据的增强,旨在提高文档的可读性和实用性,不涉及 API 或 SDK 的功能变更。 * *Themes:* * 格式标准化:将 Shell 代码块的语言标记从 `bash cURL` 统一为 `bash Shell`。 * 示例具体化:在 Structured Outputs 章节,将通用的占位符(如 `"..."`)替换为具体的业务场景数据(如联系人提取、发票处理、航班搜索)。 * 数据量调整:在 Extended Thinking 示例中,将示例文本长度限制从 5000 字符提升至 10000 字符。 * *Impact Level:* **Low**。仅文档层面的改进,对现有代码无影响。 * *Action Items:* * 无需对现有生产代码进行任何修改。 * 如果正在学习 Structured Outputs 或 Extended Thinking,建议查看更新后的示例,它们现在包含更具体的输入数据,便于理解。 5. **Review and Refine:** * The tone is professional and concise. * The formatting matches the requirements. * The language is correct Chinese. * The distinction between formatting changes and content improvements is clear. 6. **Final Polish:** (Self-Correction: Ensure the distinction between `cURL` and `Shell` is noted as a formatting fix, likely for syntax highlighting consistency). Done. 7. **Output Generation.**