iltonmi

简单，有效，构建正循环

[Will Hu 🐯 胡二虎 @willlhhh]

两条自己的社交媒体表达准则：

1. Ego要小一点，别人发表的观点和新东西，如果在自己领域能引起广泛传播，那么起码值得研究，不要总是说：“本质不就是xxx，没什么新意”这种话
2. 有观点就敢于公开表达，现在回头看一年前发表的观点有些很傻，有些根本是错的，但是不影响它帮我聚拢了一批在当时那个时间点实际关注问题的人

[Reads with Ravi @readswithravi]

don’t take it personally.

[siddontang @siddontang]

陪老婆买衣服。她看上一件，问我意见，我很明确：“别买。”

然后她买了。

买完又问我：“你觉得这件到底怎么样？”

我突然悟了：刚才返回值不符合预期，需要 retry。

这次我知道该怎么回了：

“好看，幸亏你没听我的。”😂

[iltonmi @iltonmi]

通用与定制，成本问题

[iltonmi @iltonmi]

Just enough xxx.

[Jino Rohit @jino_rohit]

advice from a senior nvidia engineer

[Mike Yang @yfractal]

@PandaTalk8 先看有没有英语思维，就是不翻译，直接知道意思。通常语速，人脑是没时间做翻译。

之后是多听，难度保持在，集中注意力能听懂，不集中注意力听不太懂这种程度。可以选 0.x 倍速，或者找一些简单的、熟悉的领域，比如计算机课程去听。

最后是词汇量，有些专业名词，比如医学，就要看看书，背背单词

[iltonmi @iltonmi]

放大问题，眼前的问题就变小了

[Baron Hakkinen @BaronHakkinen]

@J_srv001 Articles like this are just another reminder of how many of these migrations are merely someone’s promotion package, with no real business need. I witnessed a migration in the opposite direction, and it was also declared a huge success.

[iltonmi @iltonmi]

你是怎么样的，你用AI就是什么样的

[iltonmi @iltonmi]

From people. For people.

[iltonmi @iltonmi]

在不确定的世界期望绝对的确定性会感到痛苦。

[iltonmi @iltonmi]

绝大部分词汇，前面不加上“过度”二字，都是对的。

[Mihail Eric @mihail_eric]

I’m excited to finally announce the newest edition my Stanford course 𝗧𝗵𝗲 𝗠𝗼𝗱𝗲𝗿𝗻 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿. It has been 9 months in the making.

Last November, with the release of Claude Opus 4.5, coding agents experienced a step function improvement in capability. We all felt it. The LLMs were more powerful, could reason for longer, solve harder tasks.

This year’s iteration of my course reflects the 2026 metamorphosis of software engineering.

My core belief is simple: AI-native developers of the LLM era are going to become the most important members of any software organization. I have designed my course to train this next generation of engineers.

𝗪𝗵𝗮𝘁’𝘀 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁 𝘁𝗵𝗶𝘀 𝘁𝗶𝗺𝗲 𝗮𝗿𝗼𝘂𝗻𝗱

First, 85% of my Fall 2025 class material is being thrown out. The Fall 2026 syllabus reflects the core capabilities AI-native engineers must have: agent skills, advanced context engineering, MCP portals, agent-ready codebase principles, agentic code review, security, parallelizing background agents, software factories, and more.

Second, I am going to teach my students how to have software taste. Every student will be required to ship pull requests to production-grade, real-world codebases. The course is collaborating with the top open-source AI repos who will offer support and mentorship to students on how to meaningfully contribute to their projects.

This has never been done before in any university course so I am incredibly grateful to our OSS Partners: @browserbase, @HeyGen, @CopilotKit, @semgrep, @OpenHandsDev, @milvusio, @marimo_io, Pi, @crewAIInc, @warpdotdev, @vercel, @cmux, @arizeai, @UnslothAI, and @anyscalecompute.

𝗪𝗵𝗮𝘁’𝘀 𝘀𝘁𝗮𝘆𝗶𝗻𝗴 𝘁𝗵𝗲 𝘀𝗮𝗺𝗲

I’m fortunate to again have AI software engineering leaders and founders as guest speakers to share their learnings from building top coding agent products. Thank you to @leerob from @cursor_ai, @bcherny of @claudeai code, @EnoReyes of @FactoryAI, @silasalberti of @cognition, @0xine of @semgrep, Rajesh Bhatia of @Cloudflare , @amasad of @Replit, and @eladgil.

All resources will be available online. All classes will be available to the public.

9/22 on Stanford campus. See you in class. 

https://t.co/wTokHyUMsz

[Reads with Ravi @readswithravi]

An important reminder.

[Reads with Ravi @readswithravi]

You don’t find time, you make time for what is important.

[Rui Ueyama @rui314]

I don't understand the negativity toward AI coding. Used properly, it's extremely useful. We've spent decades trying to write better code faster, and this is the single biggest improvement I've seen in my lifetime.

[Xuanwo @xuanwo]

我现在提示词里面特别喜欢加一个 消融实验

对gpt-5.6-sol 来说效果尤其的好

用法很简单：每次完成设计或者实现之后，就说进行消融实验，去掉不必要的抽象和设计

[scr.c @silsrc]

软件工程（可能不止软件工程）的真正顶级能力也许是砍需求，因为用户往往压根不知道自己想要什么，优化掉90%的需求后往往效果成本和用户体验都会更优🤔，如何把需求特性拒锯聚需要的就是一些能力了。可能听着就有点像PM的活，但一个优秀的工程师更得知道如何防止项目里不断塞入伪需求带来的屎山代码🤔