## 分析摘要
**总体概述**
文档对“测试与评估”部分进行了结构性重组,将“定义成功标准”与“构建测试”合并为一个统一的指南,并增加了具体的代码实现示例,以优化开发者的工作流。
## 关键主题
* **文档整合**: 将原本分散在 `define-success.md`(定义标准)和 `develop-tests.md`(开发测试)的内容合并为一个连贯的页面,标题统一为“Define success criteria and build evaluations”。这强调了定义标准与构建测试是紧密相关的步骤。
* **导航链接更新**: Prompt Engineering 相关页面(如 `overview.md` 和 `prefill-claudes-response.md`)中的引用链接已更新,移除了指向独立页面的链接,统一指向整合后的 `develop-tests.md`。
* **增强的代码示例**: 新增了丰富的 Python 代码片段,演示了如何实现“精确匹配评估”和“余弦相似度评估”,为开发者提供了构建自动化测试脚本的直接参考。
## 影响等级:Medium (中等)
**原因**: 这是一个文档架构优化变更。它不会破坏现有的代码或 API 功能,但通过合并相关主题显著改善了信息的查找效率和连贯性。开发者需要适应新的页面结构,但会受益于更全面的指导。
## 开发者行动
* **更新内部链接/书签**: 如果您的团队文档或书签中引用了旧的 `define-success.md` 页面,请将其更新为 `test-and-evaluate/develop-tests.md`。
* **参考新代码示例**: 查看新增的 Python 代码(如使用 SBERT 进行余弦相似度计算),直接应用于您的自动化测试基础设施中。
* **采用一体化工作流**: 在 Prompt 工程实践中,遵循文档建议的新顺序——先在单一页面上定义多维度的成功标准(如 F1 分数、安全性、延迟),紧接着设计相应的评估测试用例。
💭 Model Reasoning
1. **Analyze the Request:**
* **Role:** World-class programmer analyzing documentation changes.
* **Format:** Markdown, concise, insightful, focusing on developer impact.
* **Language:** Chinese (requested at the end).
* **Input:** Diff of 4 pages (`overview.md`, `prefill-claudes-response.md`, `define-success.md`, `develop-tests.md`).
2. **Analyze the Diffs:**
* *Page 1 & 2 (`overview.md`, `prefill-claudes-response.md`):*
* **Change:** Updated an external link reference.
* **Old:** Check out [Define your success criteria](...) and [Create strong empirical evaluations](...).
* **New:** Check out [Define success criteria and build evaluations](/docs/en/test-and-evaluate/develop-tests).
* **Implication:** The documentation structure changed. Two distinct topics ("Define success criteria" and "Create strong empirical evaluations") were likely merged or the content was consolidated into a single page (`develop-tests.md`). The link now points to `develop-tests.md` instead of `define-success.md`.
* *Page 3 (`define-success.md`):*
* **Title Change:** "Define your success criteria" -> "Define success criteria and build evaluations".
* **Content Shift:** The page starts adding content related to *building evaluations* (e.g., "Eval design principles", "Example evals" with Python code snippets for sentiment analysis and cosine similarity).
* **Observation:** This page now covers both defining criteria *and* building the actual evaluations (test cases/code), which was previously split.
* *Page 4 (`develop-tests.md`):*
* **Title Change:** "Create strong empirical evaluations" -> "Define success criteria and build evaluations".
* **Content Shift:** This page *also* starts with the "Define your success criteria" content (which was originally in `define-success.md`). It contains the definitions of Specific, Measurable, Achievable, Relevant criteria and common success criteria lists.
* **Observation:** This looks like a merge or massive cross-referencing scenario.
* **Critical Check:** Wait, looking at the diffs for `define-success.md` and `develop-tests.md`, both seem to have changed titles to "Define success criteria and build evaluations".
* *Re-evaluating Page 3 vs Page 4:*
* `define-success.md` (old) + `develop-tests.md` (old) -> merged into `develop-tests.md` (new)?
* Let's look at the "Next steps" in `develop-tests.md` (Page 4 diff). It links to "Brainstorm criteria".
* Let's look at the links in Page 1 & 2. They link to `develop-tests.md`.
* Let's look at the content of `define-success.md` (Page 3 diff). It adds `Build evaluations` section with code.
* Let's look at the content of `develop-tests.md` (Page 4 diff). It adds `Define your success criteria` section at the top.
* *Conclusion on Structure:* It appears the content from the old `define-success.md` page was *moved* or *copied* into `develop-tests.md`. The old `define-success.md` page (Page 3) *also* changed its title and added eval content, but wait...
* *Closer look at Page 3 (`define-success.md`)*: The diff shows +267/-9. It adds a huge chunk of Python code for evals.
* *Closer look at Page 4 (`develop-tests.md`)*: The diff shows +57/-7. It adds the "Define your success criteria" content at the beginning.
* *Hypothesis:* The two pages (`define-success.md` and `develop-tests.md`) are becoming mirrors of each other or merging into one comprehensive guide titled "Define success criteria and build evaluations". The "Next steps" in Page 4 suggests users might go to a tool, but doesn't link back to `define-success.md`.
* *Wait, look at the links in Page 1 & 2 again:* They point to `/docs/en/test-and-evaluate/develop-tests`.
* *This suggests:* `develop-tests.md` is the canonical page now. `define-success.md` might be redirected or deprecated, or perhaps both pages now serve as the same entry point (consolidation).
* *However*, looking at the raw changes:
* Page 4 (`develop-tests.md`) imported the "Define success criteria" content from Page 3.
* Page 3 (`define-success.md`) imported the "Build evaluations" code examples from Page 4?
* Actually, looking at the diffs, it looks like a **Consolidation**. The two concepts are now treated as one single workflow in a single document (or two identical documents?).
* Let's assume the goal is: "Define criteria and build evaluations" is a single unit. The documentation has been consolidated so developers see the whole picture (Criteria -> Tests) in one go.
3. **Synthesize the Analysis:**
* **Summary:** The documentation consolidated "Defining Success Criteria" and "Building Evaluations" into a unified workflow, likely merging content into `develop-tests.md` and updating cross-references.
* **Key Themes:**
* *Content Consolidation:* Merging distinct steps of the prompt engineering workflow (defining metrics + building tests) into a single, comprehensive guide.
* *Updated Navigation:* External pointers now direct to the unified page (`develop-tests.md`).
* *Enhanced Code Examples:* Added concrete Python code snippets (sentiment analysis, cosine similarity) for evaluation.
* **Impact:** Medium. This is a structural improvement. Developers won't lose information, but the link structure changed. It improves discoverability by keeping related steps together.
* **Action Items:**
* Update internal bookmarks if pointing to the old specific URLs.
* Check for 301 redirects if `define-success.md` is being retired (though the diff shows it still exists, just changed).
* Review the new "Eval design principles" section for best practices.
4. **Drafting the Response (in Chinese):**
* *Headings:* 总体概述, 关键主题, 影响等级, 开发者行动.
* *Drafting Content:*
* Summary: 文档将“定义成功标准”和“构建评估”合并为一个统一的工作流页面。
* Themes: 内容整合, 导航更新, 代码增强.
* Impact: Medium. Improves flow, but links changed.
* Actions: Update bookmarks, review new code examples.
5. **Refining the Analysis (Self-Correction during drafting):**
* *Observation:* The diff for `define-success.md` *also* shows it is receiving eval content. It's possible both pages are being kept in sync or merged into the same file path in the final build, but the file changes suggest `develop-tests.md` is now the primary destination (based on the links in Page 1 & 2).
* *Key takeaway:* It's no longer "Step 1: Define Criteria (Link A), Step 2: Build Tests (Link B)". It's "Step 1 & 2: Define Criteria and Build Tests (Link A)".
6. **Final Polish (Markdown & Chinese):**
* Use professional tone.
* Ensure specific file names are mentioned.
*(Self-Correction on the `define-success.md` diff)*: It seems the `define-success.md` page itself changed title and added the "Build evaluations" section. It looks like *both* pages might be converging, OR `define-success.md` is being renamed/replaced by `develop-tests.md`, but the diff provided shows changes to both files as if they are being synced. However, the most actionable change is that *other pages* now link specifically to `develop-tests.md`.
Let's focus on the *developer experience*:
1. **Unified Workflow:** Instead of reading two separate pages to set up evals, the information is now combined.
2. **Link rot:** Links to `define-success.md` in the prompt engineering pages were removed/consolidated.
3. **Practical Value:** The new Python examples are very useful.
*Final Structure:*
1. **Summary:** Consolidated evaluation docs.
2. **Themes:** Consolidation, Better Examples, Logical Flow.
3. **Impact:** Medium.
4. **Actions:** Update links, read new code.
*Translation to Chinese:*
- Consolidated -> 整合/合并
- Success criteria -> 成功标准
- Empirical evaluations -> 经验评估/实证评估
- Link rot -> 链接失效/更新
Let's write it out.
*Draft:*
**总体概述**: 文档对“测试与评估”部分进行了重大重组,将“定义成功标准”与“构建测试”这两个步骤合并到一个统一的页面中,并提供了更多可执行的代码示例。
**关键主题**:
- **文档结构整合**: `define-success.md` 和 `develop-tests.md` 的内容被整合为一个名为“Define success criteria and build evaluations”的完整工作流。这表明文档编写方认为这两者不可分割。
- **导航链接更新**: Prompt Engineering 概览页面中的引用链接已更新,不再指向两个独立的页面,而是直接指向整合后的 `develop-tests.md`。
- **增强的实操内容**: 新增了大量具体的 Python 代码示例(如情感分析的精确匹配评估、FAQ 机器人的余弦相似度评估),使评估方法更具可操作性。
**影响等级**: Medium
**原因**: 这次变更主要是信息架构的优化。它通过合并相关概念改善了开发者的阅读体验,没有破坏现有的 API 或代码逻辑,但需要开发者关注新的文档路径。
**开发者行动**:
- **更新书签**: 如果您保存了旧的 `define-success.md` 链接,请更新为新的 `develop-tests.md`。
- **查阅新示例**: 利用新增的 Python 代码片段(精确匹配、余弦相似度)来参考如何构建自动化的评估脚本。
- **遵循新工作流**: 采用新的“定义标准 -> 构建评估”一体化流程,确保在编写 Prompt 前建立完整的评估基准。
This looks solid. Proceed to generate output.