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斯坦福 CS146S 引入开源维护者评审学生代码

AI 辅助摘要

在第二轮 CS146S 课程中,Mihail Eric 请开源项目维护者参与教学。学生须熟悉陌生代码库、提出修改,并向可能合并补丁的维护者解释改动。访谈还介绍了 Monaco 的工程实践:团队自建智能体工作区、采购代码审查工具,并让值班智能体访问 Datadog 和 GitHub。

正文 · 原文

What do you assign when a coding agent can finish last year’s homework in one prompt? In the second run of Stanford’s CS146S, Mihail Eric brought open-source maintainers into the course. Students have to learn an unfamiliar repo, propose a change, and explain the patch to the person who might merge it.

We invited Mihail, who teaches The Modern Software Developer at Stanford and leads AI at Monaco, to celebrate one million subscribers on the AI Engineer YouTube channel. He opens up the course syllabus and shows us which lessons survived contact with his own engineering team. Monaco built its agent workspaces, bought its code review tools, and gave an on-call agent access to Datadog and GitHub. We ask how he decides which tools his team needs to own.

Watch the full interview and screenshares on YouTube.

Show notes

Stanford CS146S — The ten-week syllabus and assignments.

The Emperor Has No Clothes — Mihail builds a coding agent from scratch.

Demystifying Claude Code — Mihail traces a real agent harness.

Monaco’s agent workspaces — How the team sets up a workspace for each agent.

How to Kill the Code Review — Our essay on what happens when code generation outruns review.

Basis’s Authority Map — How agents distinguish current behavior from earlier design decisions.

Stripe’s Minions — A look inside Stripe’s background coding agents.

AI Engineer CODE Summit — The conference mentioned in the opening.

Timestamps

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0:00 One million AI Engineer subscribers and the CODE Summit

0:51 Mihail Eric and Stanford CS146S

5:26 What junior engineers need to learn now

10:02 Open-source maintainers review the students’ code

15:04 A tour of the ten-week syllabus

24:04 The loop, tools and harness inside a coding agent

32:18 Context engineering for a large codebase

38:15 Skills that make you understand the diff

46:42 The Monaco.com dispute and the airplane banner

50:23 What Monaco does for sales teams

59:21 Inside Monaco’s engineering team

1:01:40 “You buy to learn, and you build to keep”

1:05:24 Making repos agent-ready and closing the on-call loop

1:12:37 When code review becomes the bottleneck

1:20:37 Security, dependencies and permissions

1:30:13 Background agents and Stripe’s Minions

1:34:16 MCP portals and why infrastructure converges

1:41:22 Building the software factory

1:45:24 What work is left for developers?

1:52:16 From personal adoption to team autonomy

Opening excerpt from The Thinking Mode, EO Studio.

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