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refactor: replace processed output comparison with baseline-based validation in SSE simulator

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tests/raw_stream_samples/README.md
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# 原始流数据样本目录
该目录用于存放**上游真实 SSE 原始流**样本，供本地仿真测试和解析适配使用。
该目录只保留**上游真实 SSE 原始流**，用于本地回放、字段分析和回归测试。
## 默认永久样本
仓库当前只保留两份永久默认样本：
仓库当前保留两份 canonical 默认样本：
- `guangzhou-weather-reasoner-search-20260404`：包含 `reference:N` 引用标记的天气搜索流，用于验证引用清理与正文输出。
- `content-filter-trigger-20260405-jwt3`：真实命中的 `CONTENT_FILTER` 风控流，用于验证终态处理与拒答格式。
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## 自动采集接口
本地启动服务后，可以直接调用专用接口自动落盘一份永久样本：
本地启动服务后，可以直接调用专用接口自动落盘一份 raw-only 样本：
```bash
POST /admin/dev/raw-samples/capture
@@ -23,39 +23,43 @@ POST /admin/dev/raw-samples/capture
- 接收一个普通的 OpenAI chat completions 请求体
- 走项目内同一条处理链
- 自动保存 `meta.json`
- 自动保存请求元信息 `meta.json`
- 自动保存上游原始流 `upstream.stream.sse`
- 自动保存项目最终输出 `openai.stream.sse` 或 `openai.response.json`
响应体仍然是项目最终输出，同时会额外带上 `X-Ds2-Sample-*` 头，方便脚本和手工检查。
采集接口的响应体仍然是项目当次的实际输出，但它不会再写入样本目录。这样样本树始终只保留原始流，后续回放时再按需本地生成派生结果。
## 目录规范
每个样本一个子目录：
每个样本一个子目录，且只保留下面两类文件：
- `meta.json`：样本元信息（问题、模型、采集时间、备注）
- `upstream.stream.sse`：完整原始 SSE 文本（`event:` / `data:` 行）
- `openai.stream.sse`：项目最终输出的 SSE 形式，或
- `openai.response.json`：项目最终输出的非流式 JSON 形式
- `openai.output.txt`：项目最终输出的纯文本摘要，供回放工具直接比对
## 扩展方式
## 回放与对比
1. 抓取一次真实请求（建议开启 `DS2API_DEV_PACKET_CAPTURE=1`）。
2. 直接调用 `/admin/dev/raw-samples/capture`，或者手工新建 `<sample-id>/` 目录并放入 `meta.json` + `upstream.stream.sse` + `openai.stream.sse` / `openai.response.json`。
3. 运行独立仿真工具（可被其他测试脚本调用）：
回放工具会读取 `upstream.stream.sse`，在本地自动生成当前解析结果，并把派生结果写到 `artifacts/raw-stream-sim/<run-id>/<sample-id>/`，例如：
- `replay.output.txt`：本次回放生成的最终可见文本
- `report.json`：本次回放的结构化报告，包含事件数、chunk 数、终态、引用泄露检查等信息
运行全部 canonical 样本：
```bash
./tests/scripts/run-raw-stream-sim.sh
```
该工具默认按 `manifest.json` 中声明的永久样本重放并验证：
运行单个样本并和已有基线比对：
- 不会把上游 `status=FINISHED` 片段当正文输出（防泄露）。
- 能正确检测 `response/status=FINISHED` 流结束信号。
- 会把样本里的 `openai.stream.sse` / `openai.response.json` 当作最终输出基线，和重放后的结果比对。
- 生成可归档 JSON 报告（`artifacts/raw-stream-sim/`）。
```bash
./tests/scripts/compare-raw-stream-sample.sh markdown-format-example-20260405-spacefix
```
如果 `manifest.json` 不存在，则回退为遍历目录中的全部样本。
如果你已经有历史基线目录，也可以把它作为第二个参数传进去，脚本会对比当前回放结果和基线输出。
## 扩展方式
1. 抓取一次真实请求。
2. 直接调用 `/admin/dev/raw-samples/capture`，或者手工新建 `<sample-id>/` 目录并放入 `meta.json` + `upstream.stream.sse`。
3. 运行回放工具或对比脚本，生成本地派生结果并检查是否回归。
> 注意：样本可能包含搜索结果正文与引用信息，请勿放入敏感账号/密钥。

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用户是一位历史老师，需要寻找文革期间历史书上没有记载、真实发生的派系斗争事例，特别是能体现历史人物复杂性的内容。用户明确要求提供多个具体事例，并强调要体现复杂性而非单一评价立场。为了全面获取信息，我将同时进行多项搜索，涵盖不同类型的派系斗争、具体事件、原始材料以及相关研究。搜索结果显示了一些相关页面。为了全面获取信息，我们需要同时打开这些页面。搜索结果显示了一些相关页面。为了更全面地覆盖用户需求，我们需要同时进行多项搜索，以获取更多关于派系斗争、具体事件、地方案例、高层斗争以及不同研究视角的信息。搜索结果提供了大量关于派系斗争的案例。我将基于这些资料，组织回答，涵盖基层群众派系斗争、高层权力博弈、历史人物的复杂性以及获取更多信息的建议。回答将强调这些事例的细节性和复杂性，并避免单一评价立场。历史老师您好。要在历史教材的概括性叙述之外，捕捉到文革期间派系斗争的细节与复杂性，我们可以从一些具体的历史切面入手。这些案例揭示了在宏大叙事之下，个体与群体的矛盾、挣扎与博弈。
### 🎭 派系众生相：群众组织的分化与斗争
随着运动的深入，原本统一的“革命群众”迅速分化。草根层面的派系斗争往往比高层博弈更加残酷，其复杂性在于，斗争的双方都坚信自己代表了真正的“革命方向”。
* **红卫兵“天派”与“地派”**：北京的红卫兵因所属大学不同分化为“天派”（北航“红旗”）和“地派”（地质“东方红”）等派系，并在“中央文革”的挑动下矛盾激化，各派的“五大领袖”在当时极具影响力。
* **广州“东风派”与“红旗派”**：广州以“红总”为代表的“东风派”和以“广铁总司”为代表的“红旗派”势同水火。1967年8月20日爆发的“820武斗”中，双方在市区利用高楼作为据点枪战，造成大量伤亡。
* **上海“工总司”的权力之争**：“工总司”内部同样存在派系斗争。早期领导人潘国平与后来成为“四人帮”骨干的王洪文之间，为争夺组织领导权存在复杂博弈。
* **广西“联指”与“4·22”**：广西群众组织围绕“支持韦国清”还是“打倒韦国清”分裂为“联指”和“4·22”两大派，两派冲突中甚至出现了武装民兵直接袭击另一派据点的情况。
* **各地武斗的惨烈代价**：派系斗争常升级为武斗。例如在陕西勉县，从1967年9月至1968年9月的一年中，武斗共导致85人死亡；河北武安的两派对立导致了抢枪、武斗，致近200人死亡；山东枣庄的“七二五”事件更是有4000余名武装农民参与，造成26人当场被打死。
### 🔥 失控的漩涡：高层的博弈与基层的共振
中央高层的权力斗争，通过与地方派系结合，迅速演变为全国性的动荡。
* **中央文革的“点火”**：1967年2月后，“中央文革”取代了中央政治局的职能。其成员王力、关锋、戚本禹等人四处煽动，如王力1967年8月7日的“八七讲话”直接煽动造反派夺取外交部权力，矛头直指陈毅，直接引发了火烧英国驻华代办处的严重外交事件。
* **“反复旧”运动的荒诞**：1968年的“反复旧”运动体现了运动的荒谬性。一些在革委会任职的“走资派”被重新打倒，江苏建湖县三主任被关进“学习班”残酷斗争，许多原本执行政策的解放军官兵，也因形势变化成为整治对象。
* **地方派系与国家机器的共振**：地方派系斗争时常获得国家机器的支持。如山东的王效禹直接动用省革委会和军区名义支持一派，派飞机散发通告、在全省设卡抓捕对立派群众。
### 🎭 人性的困境：浮沉人物的复杂面向
教材之外，许多历史人物并非脸谱化的角色，其沉浮展现了人性的复杂与时代的吊诡。
* **陈伯达**：他曾任“中央文革小组”组长，是“文革”的关键人物，但在1981年被判刑18年。他的复杂性在于，他也曾做过贡献，如1948年在城南庄冒死救护过毛泽东，这一事迹因他后来成为主犯而在许多回忆录中被隐去。
* **陶铸**：这位中南局第一书记在“文革”初期被提拔为政治局常委，但仅4个多月后就被江青等人公开打倒。其悲剧在于，他曾因在“七千人大会”上反对刘少奇的“人祸”论而得到毛泽东赏识，最终却被更激进的浪潮吞噬。
* **李雪峰**：他因在“四清”运动中与刘少奇有分歧被毛泽东重用为北京市委第一书记，但在政治风暴中难以自保，其命运同样坎坷。
* **赵健民**：时任云南省委书记的赵健民，在京西宾馆会议上据理力争，却被康生以历史问题为由诬陷为“叛徒”，被非法关押长达八年。更令人痛心的是，此冤案导致云南省超过17000人被牵连致死。
* **周恩来**：在极度混乱的局面中，他尽力“苦撑危局”。在中央文革挑动外交部夺权时，他一方面严厉批评，另一方面指挥部队营救被困人员，试图挽回失控的外交局面。
* **许广平**：在山东大学批判校长成仿吾时，许广平作为鲁迅夫人，她的态度和抉择也反映了那个时代知识分子面临的复杂处境。
* **纳西族老村长的二叔**：一位回乡军人，仅因将有领导人签名的证明藏在鞋底，便被诬陷为“第三党”分子，这则个案反映了那个年代荒诞的罪名如何轻易地摧毁普通人的生活。
您需要更多原始材料，可以查阅叶永烈的《“四人帮”兴亡》（基于大量亲历者采访）、丁龙嘉与听雨的《康生与“赵健民冤案》，以及各地政协编撰的文史资料。您可以根据教学重点，从这些具体案例中筛选细节，帮助学生理解那段历史的复杂肌理。CONTENT_FILTER你好，这个问题我暂时无法回答，让我们换个话题再聊聊吧。

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用户想知道广州的天气。今天是2026年4月5日。我需要提供广州当前的天气情况以及未来几天的预报。为了全面获取信息，我将同时进行多项搜索，以覆盖不同可能的天气信息来源和查询方式。搜索结果显示了一些相关页面。为了全面获取信息，我将同时打开这些页面。这些搜索结果提供了广州的天气信息。我将组织回答，提供当前天气、未来几天预报、详细天气情况以及生活建议和出行提示。广州今天（4月5日，周日）有暴雨，并伴有强对流天气，全天体感湿凉。
* **天气与气温**：阴有大到暴雨，21℃ ~ 25℃。主要降水集中在中午至傍晚，下午2点左右雨势可能最强。
* **风况**：东风转东南风，风力普遍在3级以下。但强对流天气发生时，局部可能出现6～12级的短时大风。
* **生活建议**：**暴雨和强对流天气，建议减少外出**；湿度大体感凉，适合穿长袖衬衫；紫外线弱，可不防晒。
明天（4月6日）降雨强度会减弱，转为中雨转多云，气温回升至 23℃ ~ 30℃。后天起天气将逐渐稳定，以多云和雷阵雨为主。
天气预报信息会实时更新，如需查询最新情况，可以随时再来问我～

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data: {"choices":[{"delta":{"reasoning_content":"涵盖"},"index":0}],"created":1775318365,"id":"d9f968ed-f385-4bc5-a996-690bccd5e461","model":"deepseek-reasoner-search","object":"chat.completion.chunk"}
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data: {"choices":[{"delta":{"reasoning_content":"时间"},"index":0}],"created":1775318365,"id":"d9f968ed-f385-4bc5-a996-690bccd5e461","model":"deepseek-reasoner-search","object":"chat.completion.chunk"}
data: {"choices":[{"delta":{"reasoning_content":"范围和"},"index":0}],"created":1775318365,"id":"d9f968ed-f385-4bc5-a996-690bccd5e461","model":"deepseek-reasoner-search","object":"chat.completion.chunk"}
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: keep-alive
data: {"choices":[{"delta":{"reasoning_content":"搜索"},"index":0}],"created":1775318365,"id":"d9f968ed-f385-4bc5-a996-690bccd5e461","model":"deepseek-reasoner-search","object":"chat.completion.chunk"}
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data: {"choices":[{"delta":{"reasoning_content":"为了"},"index":0}],"created":1775318365,"id":"d9f968ed-f385-4bc5-a996-690bccd5e461","model":"deepseek-reasoner-search","object":"chat.completion.chunk"}
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: keep-alive
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