phase 6 part 2: per-week related-topics sections (gen_week_topics.py), week14/15/16 adjustments from BOSS research, README/CONTRIBUTING updates

plan/week08-inventory-architecture.md

@@ -499,6 +499,21 @@ python3 notes/state_machine_demo.py     # 把上面的代码存成这个文件
 
 ---
 
+<!-- week-topics:start -->
+
+## 本周相关专题
+
+> 本节由 `tools/gen_week_topics.py` 根据专题文件的 `week` 字段自动生成，请勿手改；想调整就修改对应专题文件的 frontmatter 后重新生成。
+
+- **AI 编程练习（每周）**：本周至少一个功能用 AI 编程工具（Cursor / Claude Code / Codex 等）完成，按 [AI 编程：工作流](../topics/ai/ai-coding/01-workflow-rules-skills.md) 写清需求和规则，按 [验证与证据](../topics/ai/ai-coding/02-verify-evidence.md) 保存测试结果和会话记录（脱敏后），第 15 周整理成“AI 编程 + 验证方法”的应聘案例。
+
+| 技术栈 | 课程 / 场景 / 面试题 |
+| --- | --- |
+| [AI 编程工具与验证](../topics/ai/ai-coding/index.md) | 课程：[AI 编程工具工作流](../topics/ai/ai-coding/01-workflow-rules-skills.md)；课程：[验证 AI 产出](../topics/ai/ai-coding/02-verify-evidence.md)；场景：[团队引入 AI 编程](../topics/ai/ai-coding/scenarios/ai-assisted-feature.md) |
+| [Git](../topics/devops/git/index.md) | 课程：[分支模型和提交规范](../topics/devops/git/01-branch-commit.md)；课程：[合并、变基和撤销](../topics/devops/git/02-merge-rebase-recovery.md)；场景：[线上紧急修复和密钥误提交](../topics/devops/git/scenarios/hotfix-and-leaked-secret.md) |
+
+<!-- week-topics:end -->
+
 ## 本周自查清单
 
 - [ ] `notes/00-inventory.md`：目标、模块清单、A~E 自评