# FDE 阅读覆盖与章节地图

日期：2026-10-21（纽约）。本文件记录取得、检查和抽读范围；未取得正文、未运行与未观看分别保留。

## 覆盖矩阵

| 编号 | 资源 | 本轮阅读范围 | 限制 |
| --- | --- | --- | --- |
| G01 | [AI Engineer Notebooks](https://github.com/calmrocks/ai-engineer-notebooks) | 33份Notebook结构检查；工具调用、Agent、预算、回归、可靠性、案例与Capstone重点静读 | 未运行Notebook；部分模块为概念讲解或可选GPU实验 |
| G02 | [FDE Simulation](https://github.com/kalyvask/fde-simulation) | 两案例目录、EXERCISE、限时任务、客户模拟、评估脚本及mock路径静读 | 合成案例；mock反复通过不证明真实模型或客户效果 |
| G03 | [前线部署工程实践指南](https://github.com/yeasy/forward_deployed_engineering_guide) | 16章结构／小结与综合实战检查；架构、交付、评估、接管重点抽读 | 书籍与模板；不等于完整可运行系统，首轮无需全学Kubernetes/GPU |
| G04 | [FDE：企业AI落地实战手册](https://github.com/RichardXu001/the-fde-handbook) | 28章中文目录与分节检查；MVD及移交正文、工程与职业章节重点抽读 | 个人综合整理；含转引及与XDash共享来源，不构成独立市场验证 |
| G05 | [前线部署工程师：客户价值交付秘籍](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer) | 8章结构、开篇与收束、案例和来源索引抽读 | 重案例与商业；数字、转引及案例结果未逐一独立复核 |
| G06 | [Coder Army FDE Full Course 代码与笔记](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course) | 19课目录、跨语言代码入口；18份PDF提取667页文本后结构检查与重点抽读 | 视频系列未完整观看；第11课未发现同名Notes.pdf，但存在RAG代码 |
| G07 | [Anthropic Cookbook](https://github.com/anthropics/anthropic-cookbook) | 全目录检查；客服工具、SQL、evals、成本优化四个配方重点静读 | 仓库活跃不等于每个配方都新；部分案例仍使用旧模型或合成工具 |
| G08 | [Awesome FDE Roadmap](https://github.com/pierpaolo28/Awesome-FDE-Roadmap) | README全结构及阶段路线、模板、工具倾向检查 | 不是完整代码课；GCP和隔离部署等内容超出你的首轮需要 |
| G09 | [Awesome FDE Resources](https://github.com/global-fde/awesome-fde-resources) | 中英文目录、分类与收录关系检查 | 外链未全部逐项跟进；不能把被收录视为质量认证 |
| G10 | [Cold-chain Logistics FDE Project](https://github.com/nimowhyca/cold-chain-logistics-FDE-Project) | 14个文本／代码文件静态检查；工具、SQL权限、编排、UI与发布流程重点核对 | 教学原型；未运行、未部署；发现简化保护和缺少发布门禁，不能直接作为生产模板 |
| G11 | [Anthropic Courses 旧仓库](https://github.com/anthropics/courses) | 仓库归档状态、5门课程目录及README检查 | 仅历史对照；优先用当前Academy学习 |
| V01 | [Krish Naik：完整AI FDE项目实现](https://www.youtube.com/watch?v=FSZhPDzESPU) | 视频元数据、14个章节、英文自动字幕获取与分章抽读；对照G10 | 未逐帧观看；自动字幕会误识别、重复；教学场景不是客户成果 |
| V02 | [Coder Army：FDE第一课](https://www.youtube.com/watch?v=kBM5UXRbo3U) | 元数据、说明与时间戳；通过G06第一课PDF补足结构阅读 | 英文字幕下载429；未获得完整字幕、未完整观看视频 |
| C01 | [Building with the Claude API](https://academy.claude.com/courses/building-with-the-claude-api) | 课程及公开子页面结构检查；评估、工具、检索、MCP、Agent重点讲义抽读 | 部分测验／徽章页仅有外壳；未登录、未做测验或课程认证 |
| C02 | [Introduction to Model Context Protocol](https://academy.claude.com/courses/introduction-to-model-context-protocol) | 全部公开课程入口检查；服务端、客户端、三类原语重点讲义抽读 | 未运行课程项目；不等于覆盖远程MCP生产鉴权与全版本兼容 |
| C03 | [Full Stack LLM Bootcamp Spring 2023](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/) | 总目录和11个讲座页面／章节摘要检查，重点UX、LLMOps、askFSDL | 2023年课程；没有完整逐个观看录像，具体工具/API与市场判断可能过时 |

## 仓库快照

快照只保存公开文本和代码用于阅读。文件数不是已精读文件数。最后推送时间来自GitHub元数据；星数不用于质量评分。

| 编号 | 文本／代码文件数 | 最后推送UTC | 归档 |
| --- | ---: | --- | --- |
| G01 | 49 | 2026-10-08T14:22:32Z | 否 |
| G02 | 153 | 2026-09-05T18:44:44Z | 否 |
| G03 | 149 | 2026-10-14T18:04:43Z | 否 |
| G04 | 85 | 2026-09-10T04:50:09Z | 否 |
| G05 | 15 | 2026-08-14T01:57:33Z | 否 |
| G06 | 270 | 2026-10-19T09:50:40Z | 否 |
| G07 | 438 | 2026-10-17T00:28:09Z | 否 |
| G08 | 3 | 2026-09-13T23:03:28Z | 否 |
| G09 | 37 | 2026-08-04T13:17:53Z | 否 |
| G10 | 14 | 2026-08-31T22:49:39Z | 否 |
| G11 | 101 | 2026-08-28T09:37:03Z | 是 |

## G01：33份Notebook地图

以下检查了Notebook文件及章节结构；关键技术主题和Capstone有重点静读，没有执行Notebook。优先顺序是本次建议。

| 路径 | 学习主题 | 建议 |
| --- | --- | --- |
| [00-setup/00-environment.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/00-setup/00-environment.ipynb) | Environment & Cost Hygiene | 主线 |
| [01-model-apis/00-prompting-basics.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/01-model-apis/00-prompting-basics.ipynb) | Prompting Fundamentals | 主线 |
| [01-model-apis/01-structured-output.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/01-model-apis/01-structured-output.ipynb) | Structured Output | 主线 |
| [01-model-apis/02-tool-calling.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/01-model-apis/02-tool-calling.ipynb) | Tool Calling | 主线 |
| [01-model-apis/03-streaming.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/01-model-apis/03-streaming.ipynb) | Streaming | 主线 |
| [01-model-apis/04-context-and-caching.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/01-model-apis/04-context-and-caching.ipynb) | Context Windows & Cost Control | 主线 |
| [02-evals-basics/01-measuring-outputs.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/02-evals-basics/01-measuring-outputs.ipynb) | Evals I: Measuring a Probabilistic System | 主线 |
| [03-rag/00-what-is-rag.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/03-rag/00-what-is-rag.ipynb) | What Is RAG? | 主线 |
| [03-rag/01-embeddings-retrieval.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/03-rag/01-embeddings-retrieval.ipynb) | Embeddings & Retrieval | 主线 |
| [03-rag/02-hybrid-and-reranking.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/03-rag/02-hybrid-and-reranking.ipynb) | Hybrid Retrieval & Reranking | 主线 |
| [03-rag/03-chunking.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/03-rag/03-chunking.ipynb) | Chunking | 主线 |
| [03-rag/04-why-rag-fails.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/03-rag/04-why-rag-fails.ipynb) | Why RAG Fails | 主线 |
| [04-evals/01-golden-sets.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/04-evals/01-golden-sets.ipynb) | Golden Sets | 主线 |
| [04-evals/02-llm-as-judge.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/04-evals/02-llm-as-judge.ipynb) | LLM as Judge | 主线 |
| [04-evals/03-regression-evals.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/04-evals/03-regression-evals.ipynb) | Regression Evals | 主线 |
| [05-agents/01-agent-loop-from-scratch.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/05-agents/01-agent-loop-from-scratch.ipynb) | Agent Loop from Scratch | 主线 |
| [05-agents/02-tool-design.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/05-agents/02-tool-design.ipynb) | Tool Design | 主线 |
| [05-agents/03-guardrails-and-budgets.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/05-agents/03-guardrails-and-budgets.ipynb) | Guardrails & Budgets | 主线 |
| [05-agents/04-mcp-and-the-tool-ecosystem.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/05-agents/04-mcp-and-the-tool-ecosystem.ipynb) | MCP & the Tool Ecosystem (concept) | 主线 |
| [05-agents/05-skills-and-progressive-disclosure.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/05-agents/05-skills-and-progressive-disclosure.ipynb) | Skills & Progressive Disclosure (concept) | 主线 |
| [05-agents/06-harness-engineering.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/05-agents/06-harness-engineering.ipynb) | Harness Engineering | 主线 |
| [06-adaptation/01-fine-tune-vs-rag-vs-prompt.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/06-adaptation/01-fine-tune-vs-rag-vs-prompt.ipynb) | Adapting the Model: Fine-Tune vs RAG vs Prompt | 后续按需 |
| [07-security/01-prompt-injection-and-trust.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/07-security/01-prompt-injection-and-trust.ipynb) | Prompt Injection & the Trust Boundary | 主线 |
| [08-operations/01-observability-and-llmops.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/08-operations/01-observability-and-llmops.ipynb) | Observability & LLMOps | 主线 |
| [08-operations/02-reliability-and-fallbacks.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/08-operations/02-reliability-and-fallbacks.ipynb) | Reliability & Fallbacks | 主线 |
| [08-operations/03-experiment-tracking-and-registry.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/08-operations/03-experiment-tracking-and-registry.ipynb) | Experiment Tracking & Registry | 主线 |
| [09-serving-inference/01-serving-frameworks.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/09-serving-inference/01-serving-frameworks.ipynb) | Serving Frameworks (concept) | 后续按需 |
| [09-serving-inference/02-inference-performance.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/09-serving-inference/02-inference-performance.ipynb) | Inference Performance (concept) | 后续按需 |
| [10-ml-system-design/01-designing-an-inference-service.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/10-ml-system-design/01-designing-an-inference-service.ipynb) | Designing an Inference Service (concept) | 后续按需 |
| [11-customer-craft/01-scoping-and-discovery.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/11-customer-craft/01-scoping-and-discovery.ipynb) | Customer Craft: Scoping & Discovery | 主线 |
| [12-case-studies-and-capstone/01-customer-support-assistant.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/12-case-studies-and-capstone/01-customer-support-assistant.ipynb) | Case Study A — Customer-support assistant, scoping to deployed (and the 2am page) | 主线 |
| [12-case-studies-and-capstone/02-contract-extraction-pipeline-vs-agent.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/12-case-studies-and-capstone/02-contract-extraction-pipeline-vs-agent.ipynb) | Case Study B — Contract extraction: pipeline vs agent | 主线 |
| [12-case-studies-and-capstone/03-red-team-robustness-benchmark.ipynb](https://github.com/calmrocks/ai-engineer-notebooks/blob/main/12-case-studies-and-capstone/03-red-team-robustness-benchmark.ipynb) | Case Study C — A red-team robustness benchmark | 选修对照 |

## G03：16章地图

检查章节README／小结、综合实战；关键章节抽读。未逐字精读整书或逐一独立核实所有外部标准。

- [第一章：FDE 的角色边界](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/01_role)
- [第二章：现场问题发现](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/02_discovery)
- [第三章：系统思维与架构取舍](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/03_architecture)
- [第四章：交付节奏与团队协作](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/04_delivery)
- [第五章：云原生运行底座](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/05_cloud_native)
- [第六章：自动化交付流水线](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/06_pipeline)
- [第七章：数据集成与数据产品](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/07_data)
- [第八章：安全、合规与治理](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/08_security)
- [第九章：AI 原生 FDE](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/09_ai_native)
- [第十章：模型评测与 LLMOps](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/10_llmops)
- [第十一章：从原型到生产系统](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/11_production)
- [第十二章：可观测性与现场运维](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/12_operations)
- [第十三章：工具生态与平台化](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/13_tooling)
- [第十四章：行业实践案例](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/14_cases)
- [第十五章：组织能力与职业发展](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/15_organization)
- [第十六章：趋势与未来](https://github.com/yeasy/forward_deployed_engineering_guide/tree/main/16_future)

## G04：28章地图

中文目录及章节分节检查；MVD、移交等正文重点抽读。英文版不重复计为独立来源。

- [第01章-FDE到底是什么](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%80%E9%83%A8-%E8%A7%92%E8%89%B2%E4%B8%8E%E8%BE%B9%E7%95%8C/%E7%AC%AC01%E7%AB%A0-FDE%E5%88%B0%E5%BA%95%E6%98%AF%E4%BB%80%E4%B9%88.md)
- [第02章-与相邻角色的判据](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%80%E9%83%A8-%E8%A7%92%E8%89%B2%E4%B8%8E%E8%BE%B9%E7%95%8C/%E7%AC%AC02%E7%AB%A0-%E4%B8%8E%E7%9B%B8%E9%82%BB%E8%A7%92%E8%89%B2%E7%9A%84%E5%88%A4%E6%8D%AE.md)
- [第03章-是不是外包换皮一阵风](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%80%E9%83%A8-%E8%A7%92%E8%89%B2%E4%B8%8E%E8%BE%B9%E7%95%8C/%E7%AC%AC03%E7%AB%A0-%E6%98%AF%E4%B8%8D%E6%98%AF%E5%A4%96%E5%8C%85%E6%8D%A2%E7%9A%AE%E4%B8%80%E9%98%B5%E9%A3%8E.md)
- [第04章-为什么2026人人谈FDE](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%80%E9%83%A8-%E8%A7%92%E8%89%B2%E4%B8%8E%E8%BE%B9%E7%95%8C/%E7%AC%AC04%E7%AB%A0-%E4%B8%BA%E4%BB%80%E4%B9%882026%E4%BA%BA%E4%BA%BA%E8%B0%88FDE.md)
- [第05章-FDE会被AI取代](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%80%E9%83%A8-%E8%A7%92%E8%89%B2%E4%B8%8E%E8%BE%B9%E7%95%8C/%E7%AC%AC05%E7%AB%A0-FDE%E4%BC%9A%E8%A2%ABAI%E5%8F%96%E4%BB%A3.md)
- [第06章-怎么找到值得解决的问题](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%8C%E9%83%A8-%E4%BB%8E%E5%8F%91%E7%8E%B0%E5%88%B0%E7%94%9F%E4%BA%A7/%E7%AC%AC06%E7%AB%A0-%E6%80%8E%E4%B9%88%E6%89%BE%E5%88%B0%E5%80%BC%E5%BE%97%E8%A7%A3%E5%86%B3%E7%9A%84%E9%97%AE%E9%A2%98.md)
- [第07章-什么是最小可行部署](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%8C%E9%83%A8-%E4%BB%8E%E5%8F%91%E7%8E%B0%E5%88%B0%E7%94%9F%E4%BA%A7/%E7%AC%AC07%E7%AB%A0-%E4%BB%80%E4%B9%88%E6%98%AF%E6%9C%80%E5%B0%8F%E5%8F%AF%E8%A1%8C%E9%83%A8%E7%BD%B2.md)
- [第08章-什么时候可以上线](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%8C%E9%83%A8-%E4%BB%8E%E5%8F%91%E7%8E%B0%E5%88%B0%E7%94%9F%E4%BA%A7/%E7%AC%AC08%E7%AB%A0-%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%8F%AF%E4%BB%A5%E4%B8%8A%E7%BA%BF.md)
- [第09章-PoC到生产隔几堵墙](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%89%E9%83%A8-%E5%B7%A5%E7%A8%8B%E5%BA%95%E5%BA%A7/%E7%AC%AC09%E7%AB%A0-PoC%E5%88%B0%E7%94%9F%E4%BA%A7%E9%9A%94%E5%87%A0%E5%A0%B5%E5%A2%99.md)
- [第10章-数据与权限怎么接](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%89%E9%83%A8-%E5%B7%A5%E7%A8%8B%E5%BA%95%E5%BA%A7/%E7%AC%AC10%E7%AB%A0-%E6%95%B0%E6%8D%AE%E4%B8%8E%E6%9D%83%E9%99%90%E6%80%8E%E4%B9%88%E6%8E%A5.md)
- [第11章-Agent动作怎么约束](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%89%E9%83%A8-%E5%B7%A5%E7%A8%8B%E5%BA%95%E5%BA%A7/%E7%AC%AC11%E7%AB%A0-Agent%E5%8A%A8%E4%BD%9C%E6%80%8E%E4%B9%88%E7%BA%A6%E6%9D%9F.md)
- [第12章-评测体系怎么从零建](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%89%E9%83%A8-%E5%B7%A5%E7%A8%8B%E5%BA%95%E5%BA%A7/%E7%AC%AC12%E7%AB%A0-%E8%AF%84%E6%B5%8B%E4%BD%93%E7%B3%BB%E6%80%8E%E4%B9%88%E4%BB%8E%E9%9B%B6%E5%BB%BA.md)
- [第13章-客户质疑时拿什么自证](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%89%E9%83%A8-%E5%B7%A5%E7%A8%8B%E5%BA%95%E5%BA%A7/%E7%AC%AC13%E7%AB%A0-%E5%AE%A2%E6%88%B7%E8%B4%A8%E7%96%91%E6%97%B6%E6%8B%BF%E4%BB%80%E4%B9%88%E8%87%AA%E8%AF%81.md)
- [第14章-账单爆炸与抖动怎么办](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%B8%89%E9%83%A8-%E5%B7%A5%E7%A8%8B%E5%BA%95%E5%BA%A7/%E7%AC%AC14%E7%AB%A0-%E8%B4%A6%E5%8D%95%E7%88%86%E7%82%B8%E4%B8%8E%E6%8A%96%E5%8A%A8%E6%80%8E%E4%B9%88%E5%8A%9E.md)
- [第15章-上线了为什么没人用](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%9B%9B%E9%83%A8-%E9%87%87%E7%94%A8%E4%B8%8E%E7%A7%BB%E4%BA%A4/%E7%AC%AC15%E7%AB%A0-%E4%B8%8A%E7%BA%BF%E4%BA%86%E4%B8%BA%E4%BB%80%E4%B9%88%E6%B2%A1%E4%BA%BA%E7%94%A8.md)
- [第16章-为什么是一把手工程](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%9B%9B%E9%83%A8-%E9%87%87%E7%94%A8%E4%B8%8E%E7%A7%BB%E4%BA%A4/%E7%AC%AC16%E7%AB%A0-%E4%B8%BA%E4%BB%80%E4%B9%88%E6%98%AF%E4%B8%80%E6%8A%8A%E6%89%8B%E5%B7%A5%E7%A8%8B.md)
- [第17章-怎么移交给客户自己运行](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%9B%9B%E9%83%A8-%E9%87%87%E7%94%A8%E4%B8%8E%E7%A7%BB%E4%BA%A4/%E7%AC%AC17%E7%AB%A0-%E6%80%8E%E4%B9%88%E7%A7%BB%E4%BA%A4%E7%BB%99%E5%AE%A2%E6%88%B7%E8%87%AA%E5%B7%B1%E8%BF%90%E8%A1%8C.md)
- [第18章-中国为什么是另一套打法](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%9B%9B%E9%83%A8-%E9%87%87%E7%94%A8%E4%B8%8E%E7%A7%BB%E4%BA%A4/%E7%AC%AC18%E7%AB%A0-%E4%B8%AD%E5%9B%BD%E4%B8%BA%E4%BB%80%E4%B9%88%E6%98%AF%E5%8F%A6%E4%B8%80%E5%A5%97%E6%89%93%E6%B3%95.md)
- [第19章-算大账不算小账](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%94%E9%83%A8-%E5%95%86%E4%B8%9A%E4%B8%8E%E4%BA%A7%E5%93%81%E5%8C%96/%E7%AC%AC19%E7%AB%A0-%E7%AE%97%E5%A4%A7%E8%B4%A6%E4%B8%8D%E7%AE%97%E5%B0%8F%E8%B4%A6.md)
- [第20章-怎么收费](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%94%E9%83%A8-%E5%95%86%E4%B8%9A%E4%B8%8E%E4%BA%A7%E5%93%81%E5%8C%96/%E7%AC%AC20%E7%AB%A0-%E6%80%8E%E4%B9%88%E6%94%B6%E8%B4%B9.md)
- [第21章-定制量为什么必须下降](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%94%E9%83%A8-%E5%95%86%E4%B8%9A%E4%B8%8E%E4%BA%A7%E5%93%81%E5%8C%96/%E7%AC%AC21%E7%AB%A0-%E5%AE%9A%E5%88%B6%E9%87%8F%E4%B8%BA%E4%BB%80%E4%B9%88%E5%BF%85%E9%A1%BB%E4%B8%8B%E9%99%8D.md)
- [第22章-现场经验怎么变成产品](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%94%E9%83%A8-%E5%95%86%E4%B8%9A%E4%B8%8E%E4%BA%A7%E5%93%81%E5%8C%96/%E7%AC%AC22%E7%AB%A0-%E7%8E%B0%E5%9C%BA%E7%BB%8F%E9%AA%8C%E6%80%8E%E4%B9%88%E5%8F%98%E6%88%90%E4%BA%A7%E5%93%81.md)
- [第23章-FDE的一天](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%85%AD%E9%83%A8-%E4%BA%BA%E4%B8%8E%E7%BB%84%E7%BB%87/%E7%AC%AC23%E7%AB%A0-FDE%E7%9A%84%E4%B8%80%E5%A4%A9.md)
- [第24章-什么人适合做FDE](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%85%AD%E9%83%A8-%E4%BA%BA%E4%B8%8E%E7%BB%84%E7%BB%87/%E7%AC%AC24%E7%AB%A0-%E4%BB%80%E4%B9%88%E4%BA%BA%E9%80%82%E5%90%88%E5%81%9AFDE.md)
- [第25章-工程师怎么转型](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%85%AD%E9%83%A8-%E4%BA%BA%E4%B8%8E%E7%BB%84%E7%BB%87/%E7%AC%AC25%E7%AB%A0-%E5%B7%A5%E7%A8%8B%E5%B8%88%E6%80%8E%E4%B9%88%E8%BD%AC%E5%9E%8B.md)
- [第26章-公司怎么建FDE团队](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%85%AD%E9%83%A8-%E4%BA%BA%E4%B8%8E%E7%BB%84%E7%BB%87/%E7%AC%AC26%E7%AB%A0-%E5%85%AC%E5%8F%B8%E6%80%8E%E4%B9%88%E5%BB%BAFDE%E5%9B%A2%E9%98%9F.md)
- [第27章-个人能独立做FDE吗](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%85%AD%E9%83%A8-%E4%BA%BA%E4%B8%8E%E7%BB%84%E7%BB%87/%E7%AC%AC27%E7%AB%A0-%E4%B8%AA%E4%BA%BA%E8%83%BD%E7%8B%AC%E7%AB%8B%E5%81%9AFDE%E5%90%97.md)
- [第28章-FDE的终局](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E5%85%AD%E9%83%A8-%E4%BA%BA%E4%B8%8E%E7%BB%84%E7%BB%87/%E7%AC%AC28%E7%AB%A0-FDE%E7%9A%84%E7%BB%88%E5%B1%80.md)

## G05：8章地图

章节结构、开篇／收束与来源索引抽读；未逐一核实案例事实和数字。

- [01-第1章-FDE的崛起](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/01-%E7%AC%AC1%E7%AB%A0-FDE%E7%9A%84%E5%B4%9B%E8%B5%B7.md)
- [02-第2章-解决正确的问题](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/02-%E7%AC%AC2%E7%AB%A0-%E8%A7%A3%E5%86%B3%E6%AD%A3%E7%A1%AE%E7%9A%84%E9%97%AE%E9%A2%98.md)
- [03-第3章-赢得客户](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/03-%E7%AC%AC3%E7%AB%A0-%E8%B5%A2%E5%BE%97%E5%AE%A2%E6%88%B7.md)
- [04-第4章-激活部署](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/04-%E7%AC%AC4%E7%AB%A0-%E6%BF%80%E6%B4%BB%E9%83%A8%E7%BD%B2.md)
- [05-第5章-守住续约](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/05-%E7%AC%AC5%E7%AB%A0-%E5%AE%88%E4%BD%8F%E7%BB%AD%E7%BA%A6.md)
- [06-第6章-扩大收入](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/06-%E7%AC%AC6%E7%AB%A0-%E6%89%A9%E5%A4%A7%E6%94%B6%E5%85%A5.md)
- [07-第7章-规模化复制](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/07-%E7%AC%AC7%E7%AB%A0-%E8%A7%84%E6%A8%A1%E5%8C%96%E5%A4%8D%E5%88%B6.md)
- [08-第8章-完整案例集](https://github.com/xdash/FDE-the-Guidance-Book-of-Forward-Deployed-Engineer/blob/main/08-%E7%AC%AC8%E7%AB%A0-%E5%AE%8C%E6%95%B4%E6%A1%88%E4%BE%8B%E9%9B%86.md)

## G06：19课代码与PDF地图

18份同名PDF已提取文本，共667页。目录与重点内容阅读，不等同于667页逐页精读；第11课用实际代码和README定位主题。

| 课次 | 主题 | 同名PDF页数 | 建议 |
| --- | --- | ---: | --- |
| [01](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2001) | FDE与GenAI基础 | 57 | 按基础补课 |
| [02](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2002) | Token、Transformer、LLM原理 | 35 | 按基础补课 |
| [03](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2003) | 应用调用LLM | 27 | 优先选修 |
| [04](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2004) | 上下文、记忆、流式、幻觉 | 31 | 按基础补课 |
| [05](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2005) | 工具与Agent | 51 | 优先选修 |
| [06](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2006) | 流式应用 | 44 | 按基础补课 |
| [07](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2007) | Embedding原理 | 41 | 按基础补课 |
| [08](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2008) | Embedding推荐项目 | 29 | 按基础补课 |
| [09](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2009) | 向量存储与检索 | 32 | 按基础补课 |
| [10](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2010) | ANN与向量数据库 | 57 | 按基础补课 |
| [11](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2011) | RAG客服代码 | 本轮未见；有代码 | 优先选修 |
| [12](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2012) | 高级RAG | 20 | 优先选修 |
| [13](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2013) | 结构化输出 | 16 | 优先选修 |
| [14](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2014) | MCP服务端 | 38 | 优先选修 |
| [15](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2015) | MCP资源与提示 | 35 | 优先选修 |
| [16](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2016) | 多模态 | 28 | 按基础补课 |
| [17](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2017) | 评估基础 | 44 | 优先选修 |
| [18](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2018) | 确定性评估与模型评分 | 32 | 优先选修 |
| [19](https://github.com/adityatandon15/Forward-Deployed-Engineer-Full-Course/tree/main/Lecture%2019) | 安全与Guardrails | 50 | 优先选修 |

## V01：冷链物流视频章节

完整英文自动字幕已取得，按以下章节抽读并对照代码；没有逐帧看完视频。字幕去重及机器识别存在局限。

| 时间 | 章节 |
| --- | --- |
| [00:00:00](https://www.youtube.com/watch?v=FSZhPDzESPU&t=0s) | 00. Main Intro |
| [00:05:18](https://www.youtube.com/watch?v=FSZhPDzESPU&t=318s) | 01. Introduction |
| [00:06:32](https://www.youtube.com/watch?v=FSZhPDzESPU&t=392s) | 02. Prerequisites |
| [00:10:13](https://www.youtube.com/watch?v=FSZhPDzESPU&t=613s) | 03. The Problem Statement |
| [00:19:26](https://www.youtube.com/watch?v=FSZhPDzESPU&t=1166s) | 04. Deep Dive into the Data |
| [01:11:12](https://www.youtube.com/watch?v=FSZhPDzESPU&t=4272s) | 05. Designing the Solution |
| [01:45:32](https://www.youtube.com/watch?v=FSZhPDzESPU&t=6332s) | 06. System Architecture |
| [02:06:50](https://www.youtube.com/watch?v=FSZhPDzESPU&t=7610s) | 07. The Business Pitch & Value Proposition |
| [02:15:14](https://www.youtube.com/watch?v=FSZhPDzESPU&t=8114s) | 08. Building the SOP Ingestion Logic |
| [02:59:41](https://www.youtube.com/watch?v=FSZhPDzESPU&t=10781s) | 09. Configuring Database Roles & Permissions |
| [03:08:46](https://www.youtube.com/watch?v=FSZhPDzESPU&t=11326s) | 10. Developing Core Tools for the Agent |
| [03:24:10](https://www.youtube.com/watch?v=FSZhPDzESPU&t=12250s) | 11. Orchestrating the Agent with LangGraph State |
| [03:47:49](https://www.youtube.com/watch?v=FSZhPDzESPU&t=13669s) | 12. Building a Streamlit UI & Secure Audit Logging Pipeline |
| [04:17:28](https://www.youtube.com/watch?v=FSZhPDzESPU&t=15448s) | 13. Automating Deployment via GitHub Actions to AWS EC2 |

## C01／C02／C03：公开页面覆盖

共取得102个公开页面，含3个入口与99个子页面。这里列的是页面访问／结构覆盖，不表示每页正文都已精读；测验、评估或徽章页可能只有外壳。C01仍按课程标注67课，C02按10课，不用URL数量冒充课时。


### C01

- [building-with-the-claude-api](https://academy.claude.com/courses/building-with-the-claude-api)
- [a-multi-index-rag-pipeline](https://academy.claude.com/courses/building-with-the-claude-api/a-multi-index-rag-pipeline)
- [a-typical-eval-workflow](https://academy.claude.com/courses/building-with-the-claude-api/a-typical-eval-workflow)
- [accessing-resources](https://academy.claude.com/courses/building-with-the-claude-api/accessing-resources)
- [accessing-the-api](https://academy.claude.com/courses/building-with-the-claude-api/accessing-the-api)
- [agents-and-tools](https://academy.claude.com/courses/building-with-the-claude-api/agents-and-tools)
- [agents-and-workflows](https://academy.claude.com/courses/building-with-the-claude-api/agents-and-workflows)
- [anthropic-apps](https://academy.claude.com/courses/building-with-the-claude-api/anthropic-apps)
- [badge](https://academy.claude.com/courses/building-with-the-claude-api/badge)
- [being-clear-and-direct](https://academy.claude.com/courses/building-with-the-claude-api/being-clear-and-direct)
- [being-specific](https://academy.claude.com/courses/building-with-the-claude-api/being-specific)
- [bm25-lexical-search](https://academy.claude.com/courses/building-with-the-claude-api/bm25-lexical-search)
- [chaining-workflows](https://academy.claude.com/courses/building-with-the-claude-api/chaining-workflows)
- [citations](https://academy.claude.com/courses/building-with-the-claude-api/citations)
- [claude-code-in-action](https://academy.claude.com/courses/building-with-the-claude-api/claude-code-in-action)
- [claude-code-setup](https://academy.claude.com/courses/building-with-the-claude-api/claude-code-setup)
- [code-based-grading](https://academy.claude.com/courses/building-with-the-claude-api/code-based-grading)
- [code-execution-and-the-files-api](https://academy.claude.com/courses/building-with-the-claude-api/code-execution-and-the-files-api)
- [defining-prompts](https://academy.claude.com/courses/building-with-the-claude-api/defining-prompts)
- [defining-resources](https://academy.claude.com/courses/building-with-the-claude-api/defining-resources)
- [defining-tools-with-mcp](https://academy.claude.com/courses/building-with-the-claude-api/defining-tools-with-mcp)
- [enhancements-with-mcp-servers](https://academy.claude.com/courses/building-with-the-claude-api/enhancements-with-mcp-servers)
- [environment-inspection](https://academy.claude.com/courses/building-with-the-claude-api/environment-inspection)
- [extended-thinking](https://academy.claude.com/courses/building-with-the-claude-api/extended-thinking)
- [final-assessment](https://academy.claude.com/courses/building-with-the-claude-api/final-assessment)
- [fine-grained-tool-calling](https://academy.claude.com/courses/building-with-the-claude-api/fine-grained-tool-calling)
- [generating-test-datasets](https://academy.claude.com/courses/building-with-the-claude-api/generating-test-datasets)
- [getting-an-api-key](https://academy.claude.com/courses/building-with-the-claude-api/getting-an-api-key)
- [handling-message-blocks](https://academy.claude.com/courses/building-with-the-claude-api/handling-message-blocks)
- [image-support](https://academy.claude.com/courses/building-with-the-claude-api/image-support)
- [implementing-a-client](https://academy.claude.com/courses/building-with-the-claude-api/implementing-a-client)
- [implementing-multiple-turns](https://academy.claude.com/courses/building-with-the-claude-api/implementing-multiple-turns)
- [implementing-the-rag-flow](https://academy.claude.com/courses/building-with-the-claude-api/implementing-the-rag-flow)
- [introducing-mcp](https://academy.claude.com/courses/building-with-the-claude-api/introducing-mcp)
- [introducing-retrieval-augmented-generation](https://academy.claude.com/courses/building-with-the-claude-api/introducing-retrieval-augmented-generation)
- [introducing-tool-use](https://academy.claude.com/courses/building-with-the-claude-api/introducing-tool-use)
- [making-a-request](https://academy.claude.com/courses/building-with-the-claude-api/making-a-request)
- [mcp-clients](https://academy.claude.com/courses/building-with-the-claude-api/mcp-clients)
- [model-based-grading](https://academy.claude.com/courses/building-with-the-claude-api/model-based-grading)
- [multi-turn-conversations](https://academy.claude.com/courses/building-with-the-claude-api/multi-turn-conversations)
- [multi-turn-conversations-with-tools](https://academy.claude.com/courses/building-with-the-claude-api/multi-turn-conversations-with-tools)
- [parallelization-workflows](https://academy.claude.com/courses/building-with-the-claude-api/parallelization-workflows)
- [pdf-support](https://academy.claude.com/courses/building-with-the-claude-api/pdf-support)
- [project-overview](https://academy.claude.com/courses/building-with-the-claude-api/project-overview)
- [project-setup](https://academy.claude.com/courses/building-with-the-claude-api/project-setup)
- [prompt-caching](https://academy.claude.com/courses/building-with-the-claude-api/prompt-caching)
- [prompt-caching-in-action](https://academy.claude.com/courses/building-with-the-claude-api/prompt-caching-in-action)
- [prompt-engineering](https://academy.claude.com/courses/building-with-the-claude-api/prompt-engineering)
- [prompt-evaluation](https://academy.claude.com/courses/building-with-the-claude-api/prompt-evaluation)
- [prompts-in-the-client](https://academy.claude.com/courses/building-with-the-claude-api/prompts-in-the-client)
- [providing-examples](https://academy.claude.com/courses/building-with-the-claude-api/providing-examples)
- [quiz-on-accessing-claude-with-the-api](https://academy.claude.com/courses/building-with-the-claude-api/quiz-on-accessing-claude-with-the-api)
- [quiz-on-agents-and-workflows](https://academy.claude.com/courses/building-with-the-claude-api/quiz-on-agents-and-workflows)
- [quiz-on-features-of-claude](https://academy.claude.com/courses/building-with-the-claude-api/quiz-on-features-of-claude)
- [quiz-on-model-context-protocol](https://academy.claude.com/courses/building-with-the-claude-api/quiz-on-model-context-protocol)
- [quiz-on-prompt-engineering-techniques](https://academy.claude.com/courses/building-with-the-claude-api/quiz-on-prompt-engineering-techniques)
- [quiz-on-prompt-evaluation](https://academy.claude.com/courses/building-with-the-claude-api/quiz-on-prompt-evaluation)
- [quiz-on-tool-use-with-claude](https://academy.claude.com/courses/building-with-the-claude-api/quiz-on-tool-use-with-claude)
- [response-streaming](https://academy.claude.com/courses/building-with-the-claude-api/response-streaming)
- [routing-workflows](https://academy.claude.com/courses/building-with-the-claude-api/routing-workflows)
- [rules-of-prompt-caching](https://academy.claude.com/courses/building-with-the-claude-api/rules-of-prompt-caching)
- [running-the-eval](https://academy.claude.com/courses/building-with-the-claude-api/running-the-eval)
- [sending-tool-results](https://academy.claude.com/courses/building-with-the-claude-api/sending-tool-results)
- [structure-with-xml-tags](https://academy.claude.com/courses/building-with-the-claude-api/structure-with-xml-tags)
- [structured-data](https://academy.claude.com/courses/building-with-the-claude-api/structured-data)
- [system-prompts](https://academy.claude.com/courses/building-with-the-claude-api/system-prompts)
- [temperature](https://academy.claude.com/courses/building-with-the-claude-api/temperature)
- [text-chunking-strategies](https://academy.claude.com/courses/building-with-the-claude-api/text-chunking-strategies)
- [text-embeddings](https://academy.claude.com/courses/building-with-the-claude-api/text-embeddings)
- [the-full-rag-flow](https://academy.claude.com/courses/building-with-the-claude-api/the-full-rag-flow)
- [the-server-inspector](https://academy.claude.com/courses/building-with-the-claude-api/the-server-inspector)
- [the-text-edit-tool](https://academy.claude.com/courses/building-with-the-claude-api/the-text-edit-tool)
- [the-web-search-tool](https://academy.claude.com/courses/building-with-the-claude-api/the-web-search-tool)
- [tool-functions](https://academy.claude.com/courses/building-with-the-claude-api/tool-functions)
- [tool-schemas](https://academy.claude.com/courses/building-with-the-claude-api/tool-schemas)
- [using-multiple-tools](https://academy.claude.com/courses/building-with-the-claude-api/using-multiple-tools)
- [workflows-vs-agents](https://academy.claude.com/courses/building-with-the-claude-api/workflows-vs-agents)

### C02

- [introduction-to-model-context-protocol](https://academy.claude.com/courses/introduction-to-model-context-protocol)
- [accessing-resources](https://academy.claude.com/courses/introduction-to-model-context-protocol/accessing-resources)
- [badge](https://academy.claude.com/courses/introduction-to-model-context-protocol/badge)
- [defining-prompts](https://academy.claude.com/courses/introduction-to-model-context-protocol/defining-prompts)
- [defining-resources](https://academy.claude.com/courses/introduction-to-model-context-protocol/defining-resources)
- [defining-tools-with-mcp](https://academy.claude.com/courses/introduction-to-model-context-protocol/defining-tools-with-mcp)
- [final-assessment-on-mcp](https://academy.claude.com/courses/introduction-to-model-context-protocol/final-assessment-on-mcp)
- [implementing-a-client](https://academy.claude.com/courses/introduction-to-model-context-protocol/implementing-a-client)
- [introducing-mcp](https://academy.claude.com/courses/introduction-to-model-context-protocol/introducing-mcp)
- [mcp-clients](https://academy.claude.com/courses/introduction-to-model-context-protocol/mcp-clients)
- [mcp-review](https://academy.claude.com/courses/introduction-to-model-context-protocol/mcp-review)
- [prompts-in-the-client](https://academy.claude.com/courses/introduction-to-model-context-protocol/prompts-in-the-client)
- [the-server-inspector](https://academy.claude.com/courses/introduction-to-model-context-protocol/the-server-inspector)

### C03

- [spring-2023](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/)
- [askfsdl-walkthrough](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/askfsdl-walkthrough)
- [augmented-language-models](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/augmented-language-models)
- [chase-agents](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/chase-agents)
- [launch-an-llm-app-in-one-hour](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/launch-an-llm-app-in-one-hour)
- [llm-foundations](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/llm-foundations)
- [llmops](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/llmops)
- [prompt-engineering](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/prompt-engineering)
- [shabani-train-your-own](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/shabani-train-your-own)
- [ux-for-luis](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/ux-for-luis)
- [welinder-fireside-chat](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/welinder-fireside-chat)
- [whats-next](https://fullstackdeeplearning.com/llm-bootcamp/spring-2023/whats-next)

## 重点静态发现的直接文件

- [冷链：SQL工具与示意天气规则](https://github.com/nimowhyca/cold-chain-logistics-FDE-Project/blob/main/src/agent_tools.py)
- [冷链：数据库权限示例](https://github.com/nimowhyca/cold-chain-logistics-FDE-Project/blob/main/scripts/setup_security_and_view.sql)
- [冷链：内存状态与工具编排](https://github.com/nimowhyca/cold-chain-logistics-FDE-Project/blob/main/src/orchestrator.py)
- [冷链：手动部署流程](https://github.com/nimowhyca/cold-chain-logistics-FDE-Project/blob/main/.github/workflows/deploy.yml)
- [模拟：评估脚本及mock说明](https://github.com/kalyvask/fde-simulation/blob/main/simulations/1-full-engagement/helix-finance/02_week2_solution/prototype/scripts/run_eval.py)
- [手册：MVD正文及转引](https://github.com/RichardXu001/the-fde-handbook/blob/main/zh/%E4%BA%8C%E9%83%A8-%E4%BB%8E%E5%8F%91%E7%8E%B0%E5%88%B0%E7%94%9F%E4%BA%A7/%E7%AC%AC07%E7%AB%A0-%E4%BB%80%E4%B9%88%E6%98%AF%E6%9C%80%E5%B0%8F%E5%8F%AF%E8%A1%8C%E9%83%A8%E7%BD%B2.md)

## 未完成的验证与覆盖

- 没有运行本轮任何第三方仓库样例或测试，没有模型真实调用、云部署或费用验证。
- 没有逐字精读全部书籍／667页PDF／102个页面，也没有把源码读取等同完整代码审计。
- V02字幕HTTP 429；没有取得完整字幕，未完整观看。
- V01通过字幕与源码对应阅读，未完整逐帧观看；未证明图中配置与所有代码版本一致。
- Academy未登录／做测验／认证；FSDL依公开讲义和章节摘要，未看完全部录像。
- G07全部配方及G09全部外链未逐一深读。没有对全网资源做穷尽声明。
- 项目背景沿用当前会话既有核对；未重新验证项目线上状态、用户采用或商业成果。