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

plan/week12-agent-m3-persistence.md

@@ -1140,3 +1140,23 @@ uv run ruff check . && uv run pyright src && uv run pytest -v
 - [ ] 6 个走查场景符合预期
 - [ ] 能讲清：两层状态、为什么编排不能放在浏览器里、什么时候停下来问人、怎么防双跑、长期记忆写什么不写什么
 - [ ] 在总纲进度表勾掉第 12 周
+
+<!-- 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 |
+| --- | --- |
+| [LangGraph](../topics/ai/langgraph/index.md) | 课程：[检查点、人机协作和异常恢复](../topics/ai/langgraph/02-persistence-hitl.md)；场景：[退款工单 Agent](../topics/ai/langgraph/scenarios/refund-approval.md)；[面试题](../topics/ai/langgraph/interview.md) |
+| [React](../topics/frontend/react/index.md) | 场景：[长任务界面](../topics/frontend/react/scenarios/long-task-ui.md) |
+| [Vue 3](../topics/frontend/vue/index.md) | 场景：[AI 对话界面](../topics/frontend/vue/scenarios/ai-chat-stream.md) |
+| [asyncio 异步编程](../topics/python/asyncio/index.md) | 课程：[并发控制](../topics/python/asyncio/02-concurrency-control.md)；场景：[并发调用多个模型和外部接口](../topics/python/asyncio/scenarios/concurrent-llm-calls.md) |
+| [FastAPI](../topics/python/fastapi/index.md) | 课程：[流式输出（SSE）、生命周期、测试和部署](../topics/python/fastapi/03-streaming-testing.md)；场景：[大模型对话 API](../topics/python/fastapi/scenarios/streaming-chat-api.md) |
+
+**跨技术栈场景**：[审批流 + 人工介入的 Agent](../scenarios/approval-human-in-loop.md)
+
+<!-- week-topics:end -->