惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

云风的 BLOG
云风的 BLOG
The GitHub Blog
The GitHub Blog
A
About on SuperTechFans
P
Proofpoint News Feed
G
Google Developers Blog
Stack Overflow Blog
Stack Overflow Blog
IT之家
IT之家
Microsoft Security Blog
Microsoft Security Blog
F
Fortinet All Blogs
人人都是产品经理
人人都是产品经理
博客园 - 叶小钗
C
Check Point Blog
Microsoft Azure Blog
Microsoft Azure Blog
aimingoo的专栏
aimingoo的专栏
月光博客
月光博客
美团技术团队
D
Docker
博客园 - Franky
Y
Y Combinator Blog
大猫的无限游戏
大猫的无限游戏
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
博客园 - 【当耐特】
罗磊的独立博客
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报

Chris Coyier

Underdesk Treadmill I’m done with this podcast! (UX request) 46 Clips from Hacker News Thread Outburst chriscoyier.net CodePen 2.0 Choosing Movies How You Get the Mentos into the Diet Coke chriscoyier.net The Raven Tattoo Sprinter Van Phone Mount + Better CarPlay-Compatible Cable Situation The New Van Social RSS (?) Did your editor font go default serif on WordPress 7.0? When Sites Need to Walk Away Bette Midler sings Woodie Guthrie It’s an assumed truth that Safari is better for battery life — without data to support it. Stories from Alaska Folk Fest 2026
AI & Alignment
mooreds · 2026-04-26 · via Chris Coyier

Raw coding speed isn’t the bottleneck. Alignment is the bottleneck.

That seems to be a zeitgeist-y theme lately. If you’re using AI to code, maybe you’re feeling it. You can code more and faster. And clearly a boatload of other developers are doing that too. But software doesn’t seem to be exploding in quantity or quality broadly. Maybe it’s a little? But if AI is 10✕ing our coding, we’re certainly not seeing software get 10✕ better.

Which is maybe why Andrew Murphy is saying: If you thought the speed of writing code was your problem – you have bigger problems.

Your developers are producing PRs faster than ever. Great. Wonderful. Gold star. Someone get the confetti cannon. Now those PRs hit the review queue, and your reviewers haven’t tripled. Nobody tripled the reviewers. Nobody even thought about the reviewers, because the reviewers weren’t in the vendor’s slide deck.

Or maybe you don’t even get to the “too many PRs” problem because nobody even knows quite what to build. Because you need team alignment to figure that out. You need research. You need stakeholder buy-in. You need a damn plan. And AI isn’t, for the most part, helping with those things. And those things are hard.

Or maybe you are just ripping PRs and your code is evolving rapidly. AI doesn’t help you know… is this the right thing to do? Is it working? Does anybody care? That probably should have been part of the plan, and again, that’s the hard part.

Maybe this is an industry-wide topic right now not just because it’s hitting the community feeling frequency just right, but because there is academic research supporting it. I can’t pretend to understand all that, but I appreciate it’s being looked at with mathematic rigor.

We’re also seeing tooling react to this situation. I think it’s fair to say that AI is increasing the productivity of individuals. But Maggie Appleton pulls out the classic saying: but 9 women can’t have a baby in 1 month. Fasters individuals don’t make a fast company, unless they are perfectly aligned. Maggie showing off new GitHub software that is designed to acknowledge and help with alignment issues. I tend to agree that software itself can evolve to help. Just the fact that AI, in “planning mode” isn’t sharing that plan with a team, is weird, and an easy target to make better.

I also think getting a bunch of humans in alignment is just a thing that takes time. It should be a bottleneck. I’ll forever think of Dave’s “Slow, like brisket.” Some things becomes good because they are done slowly, and it’s OK if software is one of them.