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第 36 章 Mini AI Scientist：补充课堂教学 Notebook，并加入真实任务库 - #33
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NovaWang97 merged 1 commit intoNov 4, 2026
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Chapter 36 section 8 now links the classroom notebook lecture_handson.ipynb and adds a short classroom guide with a 60-minute plan and the saved run results. The chapter is added to the practice library (9 tasks).
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第 36 章 Mini AI Scientist（#12）的补充：增加课堂教学用法，并把该章加入真实任务库。
课堂教学
lecture_handson.ipynb，是给一小时公开课用的精简版 Notebook，代码与第 4 节一一对应。Step 1–5 只需 CPU，学生可以现场跑；Step 6–10 保存了已跑完的 GPU 输出（单卡 A100，Qwen3-4B 思考模式：Step 8 用 4 轮提交正确规则，Step 9 解出 7/12），课上直接讲解。真实任务库
README.md案例清单和content/practice.json加入第 36 章，首页统计更新为 9 个真实任务。assets/editorial-art/documents.png，这张图目前没有被其他页面使用。我这边无法按 AGENTS.md 的约定用 image_gen 生成同风格的新图，如需专门的插图，可以直接替换art字段。验证
python3 scripts/build-content.py重新生成 Markdown 和站点数据；build-content.py --check、build-events.py --check、node scripts/check-site.mjs通过。test-book-search与test-reader-routes通过。tests/discussion-browser.cjs已同步更新任务数量和新卡片断言。本地运行时，首页 9 个任务、任务库 9 张卡片、新卡片插图加载、点击进入第 36 章、手机端无横向溢出等断言均通过；之后在第 23 章视频播放处失败，原因是 Playwright 自带的 Chromium 不支持 mp4 解码，未改动的 main 上同样失败，与本 PR 无关。