Stanford CS146S：《现代软件开发者》，MCP/Claude Code/Warp 十周实战，讲义全开放

📌 课程官网：https://themodernsoftware.dev GitHub（中文课程包）：https://github.com/182han/cs146s-zh-course-pack 授课：Mihail Eric ｜ Stanford Fall 2025 ｜ 3 学分 ｜ 教室：420-041

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斯坦福 2025 年秋季开了一门本科课程：CS146S「The Modern Software Developer」。主讲是 Mihail Eric，TA Febie Lin 和 Brent Ju。

课程问题是：下一代软件工程师应该怎么用 AI 工具把自己的生产力提升 10 倍？

它的立场很直接——AI 工具不是辅助，是核心工作流。软件开发已经从”从零写代码”变成”计划 → 用 AI 生成 → 修改 → 重复”的迭代工作流。

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十周课程结构

第 1 周：LLM 与提示工程基础 LLM 实际上是什么、如何有效提示。作业：LLM 提示操练场。嘉宾：无。

第 2 周：Coding Agent 解剖 工具调用与函数调用、MCP（Model Context Protocol）。覆盖 MCP 官方文档、Server SDK、Authentication。作业：第一步进入 AI IDE。

第 3 周：AI IDE 上下文管理和代码理解、PRD 驱动 Agent、IDE 集成。阅读包括 Devin：Coding Agents 101、如何在复杂代码库中让 AI 工作。

第 4 周：Claude Code 深度拆解 Claude Code。作业：用 Claude Code 写代码。嘉宾：Boris Cherny（Claude Code 工程师）。

第 5 周：Warp 与 AI 终端 AI 原生终端开发、Warp 内部架构。作业：用 Warp 做 Agent 开发。嘉宾：Zach Lloyd（Warp CEO）。

第 6 周：AI 安全与漏洞检测 SAST vs DAST、提示注入攻击、OWASP Top 10、Context Rot（上下文降级）。作业：写安全 AI 代码。嘉宾：Isaac Evans（Semgrep）。

第 7 周：AI 驱动代码审查 AI 代码审查最佳实践、自动化审查工具。作业：代码审查练习（Code Review Reps）。嘉宾：Tomas Reimers（Graphite）。

第 8 周：全栈 AI 开发与部署 多栈 Web 应用、AI 辅助部署流水线。作业：多栈 Web App 构建。嘉宾：Gaspar Garcia（Vercel）。

第 9 周：SRE、可观测性与 Agentic On-Call Site Reliability Engineering、AI Agent 在值班工程中的应用、多智能体系统。嘉宾：Mayank Agarwal & Milind Ganjoo（Resolve）。

第 10 周：AI 的未来 最终项目展示。嘉宾：Martin Casado（a16z）。

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工具清单

课程覆盖的 AI 开发工具：

类别	工具
Coding Agent	Claude Code
AI 终端	Warp
AI IDE	Cursor / Windsurf
协议层	MCP（Model Context Protocol）
安全	Semgrep（SAST）
代码审查	Graphite
部署	Vercel
LLM API	各家 API

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开放资源

课程官网：https://themodernsoftware.dev 课程主页提供每周阅读列表、作业、讲义 Slides 链接和嘉宾信息。

43 份讲义与文章（全部开放） 包含 15 份 PDF 讲义 + 31 篇指定阅读文章，覆盖 10 周全部主题。社区已将这 43 份内容批量翻译成中文（GitHub：182han/cs146s-zh-course-pack，包含可复跑的翻译流水线）。

YouTube 每周讲座的视频链接在课程主页提供，部分讲座（如 Boris Cherny、Zach Lloyd 嘉宾课）有录像。

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适合谁

• 有基础编程经验（CS111 等效），想系统学 AI 辅助开发的工程师
• 想理解 MCP 协议和 Coding Agent 架构的开发者
• 想了解 Claude Code 和 Warp 这类工具内部逻辑的人

课程强调”理解 AI 工具原理 + 实际上手”，不是单纯工具使用教程，而是有理论基础支撑的工程实践课。

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开源代码与模型仅供学习、勿直接用于工作。

© 2026 Author: Mycelium Protocol. 本文采用 CC BY 4.0 授权——欢迎转载和引用，须注明作者姓名及原文链接，不得去除署名后以原创发布。

📌 Course website: https://themodernsoftware.dev GitHub (Chinese course pack): https://github.com/182han/cs146s-zh-course-pack Instructor: Mihail Eric | Stanford Fall 2025 | 3 units | Room 420-041

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Stanford’s Fall 2025 undergraduate course CS146S “The Modern Software Developer” was taught by Mihail Eric, with TAs Febie Lin and Brent Ju.

The course’s central question: how should the next generation of software engineers leverage AI tools to 10x their productivity?

The stance is direct — AI tools aren’t optional supplements; they’re the core workflow. Software development has shifted from “write code from scratch” to “plan → generate with AI → modify → repeat.”

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Ten-Week Course Structure

Week 1: LLMs and Prompt Engineering What an LLM actually is, how to prompt effectively. Assignment: LLM Prompting Playground.

Week 2: Anatomy of Coding Agents Tool use, function calling, MCP (Model Context Protocol). Assignment: First Steps in the AI IDE.

Week 3: The AI IDE Context management and code understanding, PRD-driven agents, IDE integrations.

Week 4: Claude Code Deep dive into Claude Code. Assignment: coding with Claude Code. Guest: Boris Cherny (Claude Code engineer).

Week 5: Warp and AI Terminal AI-native terminal development, Warp’s internal architecture. Assignment: agentic development with Warp. Guest: Zach Lloyd (Warp CEO).

Week 6: AI Security and Vulnerability Detection SAST vs DAST, prompt injection attacks, OWASP Top 10, Context Rot. Assignment: Writing Secure AI Code. Guest: Isaac Evans (Semgrep).

Week 7: AI-Powered Code Review AI code review best practices, automated review tooling. Assignment: Code Review Reps. Guest: Tomas Reimers (Graphite).

Week 8: Full-Stack AI Development and Deployment Multi-stack web app development, AI-assisted deployment pipelines. Assignment: Multi-stack Web App Builds. Guest: Gaspar Garcia (Vercel).

Week 9: SRE, Observability, and Agentic On-Call SRE fundamentals, observability, AI agents in on-call engineering, multi-agent systems. Guests: Mayank Agarwal & Milind Ganjoo (Resolve).

Week 10: The Future of AI in Software Engineering Final project presentations. Guest: Martin Casado (a16z).

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Tool Stack

Category	Tools
Coding Agent	Claude Code
AI Terminal	Warp
AI IDE	Cursor / Windsurf
Protocol Layer	MCP (Model Context Protocol)
Security	Semgrep (SAST)
Code Review	Graphite
Deployment	Vercel

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Open Materials

Course website: https://themodernsoftware.dev

43 lecture PDFs and articles (all open): 15 PDF lecture slides + 31 assigned reading articles, covering all 10 weeks. A community project has translated all 43 items into Chinese with a reproducible translation pipeline (GitHub: 182han/cs146s-zh-course-pack).

YouTube: lecture video links are provided on the course page; guest lectures from Boris Cherny and Zach Lloyd have recordings.

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Who It’s For

• Engineers with basic programming experience (CS111-equivalent) who want to systematically learn AI-assisted development
• Developers who want to understand MCP protocol and coding agent architecture
• Anyone who wants to understand the internal logic of tools like Claude Code and Warp

The course combines theory with hands-on practice — not just a tool tutorial, but engineering practice grounded in how the tools actually work.

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Open-source code and models are for learning purposes only — do not use directly in production work.

© 2026 Author: Mycelium Protocol. Licensed under CC BY 4.0 — free to share and adapt with attribution. You must credit the author and link to the original; removing attribution and republishing as original is not permitted.