E Every.to Newsletter Notes

Every.to Newsletter 的中文工作台

自动发现公开可读的新文章，沉淀两份材料：一份更自然的中文改写，一份材料驱动的发芽笔记。

146 篇文章 跳过锁定文章 Cloudflare Pages 部署

Every Model Has a Six-month Shelf Life Now

Hello, and welcome to the weekday edition of Context Window. Grant Harvey is Every’s newest staff writer, and he’ll be bringing you what the Every team is testing, debating, and bu

Grant Harvey 2026年10月28日 processed 原文

How to Get AI Agents to Recommend Your Articles

How do you know if a change to your AI workflow makes it better? In today’s piece, Every’s head of evals Mike Taylor puts AI’s taste in headlines to the test. This Thursday, Octobe

Mike Taylor 2026年10月27日 processed 原文

Is Anthropic Worth $2 Trillion?

Evan Armstrong used to write Napkin Math for Every, and since leaving he’s founded The Leverage, his own publication of clear-eyed analysis of where the tech market is heading. Tod

Evan Armstrong 2026年10月26日 processed 原文

Anthropic’s Duet Gets to Work

Hello, and happy Sunday. We covered two ways to work with an agent this week: one just for you, and one for the whole company. Dan Shipper tested Duet , Anthropic’s always-on agent

Every Staff 2026年10月25日 processed 原文

🎧 Keeping Up With AI Is a Full-time Job

Today, Every engineering co-lead Andrey Galko explores what happens when AI gets better at the work people have built their lives around. First, though, head of enterprise AI adopt

Laura Entis 2026年10月22日 processed 原文

Vibe Check: Duet—Anthropic's Always-on Agent

Two weeks ago, I was mostly a ChatGPT person. What kept me in OpenAI’s ecosystem was the products around the models. I think it has the best harness in Codex (see my definitive his

Dan Shipper 2026年10月21日 processed 原文

Codex’s Comeback Up Close

Hello, and happy Sunday. This week, Dan Shipper told the story of how a small OpenAI team transformed Codex from a failed launch into the app that took over ChatGPT, remaking the e

Every Staff 2026年10月18日 processed 原文

Context Engineering Is Knowing When to Start Over

The people I work with know I keep Claude’s memory turned off. The same goes for ChatGPT. I’ve written before about why: Memory can be useful, but it can also bring old preferences

Mike Taylor 2026年10月16日 processed 原文

How Codex Happened

I can remember exactly when I began to think that OpenAI would lose the mandate of heaven—the seemingly insurmountable lead they had built in AI coding since ChatGPT originally too

Dan Shipper 2026年10月15日 processed 原文

One Agent for the Whole Company

Hello, and happy Sunday. We launched the Every Agent this week, an AI coworker in Slack that your whole company shares. Your team can give it work in a thread, and when a workflow

Every Staff 2026年10月11日 processed 原文

You Already Signed This Off (In the Simulation)

Was this newsletter forwarded to you? Sign up to get it in your inbox. “Don’t freak out, I cloned you.” That’s what I told Natalia Quintero , my boss at the time, after I distilled

Mike Taylor 2026年10月9日 processed 原文

Building a More Efficient Agent

Yesterday we launched the Every Agent, an agentic coworker in Slack that helps your whole company go AI-native. Because we pass its token costs on to you with no markup, every toke

Laura Entis 2026年10月7日 processed 原文

Introducing the Every Agent

TL;DR: Today we’re launching the Every Agent , an agentic coworker in Slack that helps you AI-pill your whole company. Delegate complex work, share your best AI experiments with yo

Dan Shipper 2026年10月6日 processed 原文

When Trying to Make AI Better Makes It Worse

Was this newsletter forwarded to you? Sign up to get it in your inbox. It is a well-known fact that the Germans have a word for everything. Kummerspeck , literally “grief bacon,” i

Katie Parrott 2026年10月5日 processed 原文

ChatGPT Wants to Be Your Operating System

Hello, and happy Sunday. After nearly three years and 108 episodes, AI & I has a new name: The Every Podcast . (It’s the show’s second rename; it started life as How Do You Use Cha

Every Staff 2026年10月4日 processed 原文

How to Get Better at AI by Asking AI

For most of my working life, the first step of any task began with a blank slate: an empty Google Doc, a fresh email, or a new Excel spreadsheet. From researching to writing formul

Arielle Shipper 2026年10月2日 processed 原文

Getting Started With Open Models

Not long ago, the best frontier models were as unreliable as they were impressive. They could explain quantum mechanics and write decent code, but couldn’t resist fabricating quote

Kai Zau, Opus 4.6, GLM 5.1, GLM 5.2 2026年10月1日 processed 原文

Vibe Check: OpenAI DevDay 2026

OpenAI’s DevDay just kicked off, and we’ve got the rundown of the 20-plus(!) products and features the company announced. Here’s what matters, what it means, and what I learned fro

Dan Shipper 2026年9月29日 processed 原文

Opus 5.5 and Sol Split the Team

Hello, and happy Sunday. Three new models dropped this week, and we Vibe Check ed each: Opus 5.5 pulled several of our team members back to Claude, GPT-6 Sol is Dan Shipper ’s new

Every Staff 2026年9月27日 processed 原文

Copilot Gets a Seat in the Org Chart

In August, Mike Taylor counted 80 Microsoft products called “Copilot.” Among them, he said, were some of the best tools for building agents—if you could navigate onboarding and ent

Ryan Sloan 2026年9月25日 processed 原文

Why Evals Are So Hot Right Now

In today’s Context Window, we review Grok 4.7 (“a step backward”?) and explain why evals are suddenly everywhere. Elsewhere, head of social media Becky Isjwara breaks down her work

Laura Entis 2026年9月24日 processed 原文

How to Get the Most Out of Jev

Jev is fast, cheap, and accurate enough to handle the judgment calls you’d never pay an LLM to make at scale—is this email urgent, does this paragraph sound like AI, should I escal

Laura Entis 2026年9月23日 processed 原文

Good Writing With AI Starts Before the Prompt

Last week, head of evals Mike Taylor told us about his 13 beliefs about writing with AI —from putting more into the prompt than you ask the model to produce to living a life worth

Mike Taylor 2026年9月23日 processed 原文

How to Create Your Own Personal AI Benchmark

Nobody hires a vice president based on their SAT scores. Yet every time a new model drops, AI researchers first check how well it does on a Math Olympiad and a set of multiple-choi

Mike Taylor 2026年9月21日 processed 原文

Copy Our Homework

Hello, and happy Sunday. We publish workflows, tips, and prompts nearly every day, and we know that at that pace things get lost. So this week we’re trying a different format: a se

Every Staff 2026年9月20日 processed 原文

Why You Should Burn More Tokens

Every CEO Dan Shipper consumes more than three times as many tokens as the next-highest user at the company. That gap worries him: Are the rest of us keeping our AI bills low by th

Laura Entis 2026年9月17日 processed 原文

Show Us Your Folders

You probably know the person with an AI setup that everybody wants to snoop through. Their folders have names. Their agents have jobs. Their system knows where everything lives. Me

Katie Parrott 2026年9月16日 processed 原文

13 Beliefs About AI Writing

Writers in our How We Write Now series have drawn very different lines around AI. Some use it for research and editing but won’t let it write a sentence. Mike Taylor will. He uses

Mike Taylor 2026年9月16日 processed 原文

What to Make of the Anthropic Warning

Hello, and happy Sunday. After a former Anthropic engineer left the company with a public warning about AI risk, I raised the question at a team meeting, and Kaushik Viswanath repo

Every Staff 2026年9月13日 processed 原文

What I Learn When I Run Out of AI

Was this newsletter forwarded to you? Sign up to get it in your inbox. I keep running out of access to the most capable AI models before the workweek is finished. Lately, I’ve come

Jack Cheng 2026年9月11日 processed 原文

Evals for Everyone

Astra and Fable 5.1 can ace a graduate-level science exam, but no public benchmark will tell you whether a model knows where you’d put a comma or how many ideas belong on a slide.

Laura Entis 2026年9月10日 processed 原文

What Writers Who Use AI Want You to Know

Last week we launched How We Write Now, a series about how writers are using AI, starting with Katie Parrott’s guide to Compound Writing—her framework for developing ideas, shaping

Laura Entis 2026年9月9日 processed 原文

To Read—Or Not to Read the Code?

Was this newsletter forwarded to you? Sign up to get it in your inbox. I’m shipping more than I ever have, but I think my brain has gotten softer. For the last year, I’ve hunted fo

Kieran Klaassen 2026年9月8日 processed 原文

A Split Verdict on Fable vs. Astra

Hello, and happy Sunday. The models kept coming this week—Anthropic’s Fable 5.1 on Tuesday, OpenAI’s GPT-6 Astra on Thursday—and Katie Parrott compared the two in a report from our

Every Staff 2026年9月6日 processed 原文

The Folder Is the Agent

Next week, we’ll be publishing a reflection from Cora general manager Kieran Klaassen on how human builders can keep compounding—rather than switching off—once Compound Engineering

Kieran Klaassen 2026年9月4日 processed 原文

Every

What Compound Writing is—and what it isn’t What it is A methodology. A way to work through a piece from the first idea to publication, with review and learning built into the proce

Every 2026年9月3日 processed 原文

Our Agents, Ourselves

Hello, and happy Sunday. When OpenAI folded Codex into ChatGPT in mid-July—in a move known as the merge —the coding tool became a general-purpose workspace, and the setup most know

Every Staff 2026年8月30日 processed 原文

33 Questions Executives Ask About AI—Answered

Natalia Quintero, who leads Every’s consulting practice, has spoken with more than 100 companies about AI adoption, including the New York Times and the hedge fund Walleye Capital.

Natalia Quintero, Mike Taylor 2026年8月28日 processed 原文

The Case for Cloning Your Coworkers

Inside Every In which Dan plots to clone us all For years, Every CEO Dan Shipper’s goal was to automate editor in chief Kate Lee’s editorial judgment. The data was there—he had mor

Laura Entis 2026年8月26日 processed 原文

Benchmarks Don’t Know Your Job

AI has a measurement problem. Companies know how much they spend on models and how those models score on public benchmarks. What they often don’t know is whether the models save em

Katie Parrott 2026年8月25日 processed 原文

I Tried the AI Model Built to Fix AI Writing

Imagine a cover band that technically knows every song ever written but only has one arrangement. The melody consists of the same set of chords. The guitarist plays the same solo w

Katie Parrott 2026年8月24日 processed 原文

Life After Automation

Hello, and happy Sunday! This week we launched Thesis Statements , where 100 AI leaders call their shots on work after automation. The project sets the stage for November’s Thesis:

Every Staff 2026年8月23日 processed 原文

In Defense of AI Writing

Counterpoint Writing isn’t the only way to think One of the most popular articles head of tech consulting Mike Taylor has published on Every was ghostwritten by AI, as were most of

Laura Entis 2026年8月20日 processed 原文

An Engineering Team for the Cost of Codex

Inside Every The agents behind the curtain Naveen Naidu is the one-man shop behind Monologue, Every’s smart dictation app. But Naveen no longer sees it that way—these days, his wor

Laura Entis 2026年8月19日 processed 原文

What Does Human Work Look Like After Automation?

When intelligence is abundant and much of today’s execution can be automated, how will humans spend their time at work? What skills will matter? What kinds of companies will we bui

Dan Shipper 2026年8月18日 processed 原文

The Next Era of Great Work

Hello, and happy Sunday! This week we announced our first annual Thesis conference, built around a single question: What does great human work look like after automation? Getting t

Every Staff 2026年8月16日 processed 原文

Every

The problem In March 2026, two popular npm packages with hundreds of millions of downloads were found to contain malicious code giving attackers a backdoor into affected machines.

Every 2026年8月15日 processed 原文

Introducing Thesis: 2027

TL;DR: Today we’re announcing our annual conference, Thesis , on November 5, 2026, at Pioneer Works in Brooklyn. Thesis brings together leaders from frontier AI labs, builders from

Dan Shipper 2026年8月13日 processed 原文

Agents Find a Way

Signal AI attacks are leaks, not heists What happened: An OpenAI agent escaped its test environment and hacked into AI research library Hugging Face’s systems, causing an understan

Laura Entis 2026年8月12日 processed 原文

Agents for Hire

Signal There’s more than one way to hire an agent Shopify has River to help engineers ship code. Stripe has Kai to turn company data into dashboards and documents. We’re building E

Katie Parrott 2026年8月11日 processed 原文

I Vibe Coded a Security Risk

Was this newsletter forwarded to you? Sign up to get it in your inbox. “The feature is live lol.” This sentence is not a combination of words I thought I’d ever use, especially abo

Katie Parrott 2026年8月10日 processed 原文

Your AI Is a Mirror of How You Think

Hello, and happy Sunday. This week paid subscribers got Katie Parrott’s prompt for making Codex interview her before it builds anything, so her setup fits how she works, and two wo

Every Staff 2026年8月9日 processed 原文

Designing With AI? Make a Jig.

One thing I’ve learned as an amateur woodworker is that when a job is difficult to do precisely—or tedious to do repeatedly—you make a jig. A jig, by its broadest definition, is a

Jack Cheng 2026年8月7日 processed 原文

A Codex of One’s Own

Around here, rumors of a good AI workflow spread quickly. As soon as someone shows off their Codex setup, several other people rush to copy it—until they realize the setup was buil

Katie Parrott 2026年8月6日 processed 原文

Mini-Vibe Check: ChatGPT Voice Mode

If you’ve been following our coverage—or CEO Dan Shipper on X—you know the Every team is going all in on voice. On Friday, August 7, we’re hosting a camp for paid subscribers about

Laura Entis 2026年8月5日 processed 原文

To Stay Ahead in AI, Think Like a Designer

This is the final piece in our series on “unlearning,” in partnership with Maven, the expert-led course platform. First, Hilary Gridley explained why faster prototypes don’t make p

Aishwarya Reganti 2026年8月4日 processed 原文

Your AI Is a Team of Specialists

Hello, and happy Sunday. Our Builder Pack for All Access members includes two new tools: Paper Pro, a design canvas that turns your work into code, and Mobbin Team, a library of mo

Every Staff 2026年8月2日 processed 原文

Build Faster With Voice

Two ways to work with voice I think of voice entering a workflow in two main ways: Active collaboration happens while you are doing the work and know what you want voice to help yo

Every 2026年8月1日 processed 原文

Fable as CEO

Every’s Builder Pack now features more than $9,000 in credits and trials to our favorite AI tools. We just added two new products to the exclusive benefit for All Access members th

Laura Entis 2026年7月30日 processed 原文

What If Slack Was Your AI Command Center

Inside Every Making Slack agent-native If you’ve been following our coverage, you know that many people at Every—CEO Dan Shipper, head of growth Austin Tedesco, and head of operati

Laura Entis 2026年7月29日 processed 原文

Taming Opus 5

On Friday, we published our Vibe Check of Claude Opus 5. A small group of us had spent the week testing it, and we found a model that was brilliant in flashes and frustrating in pr

Katie Parrott 2026年7月28日 processed 原文

Three New Habits for the Age of AI

This is the second in a series of three pieces on “unlearning,” in partnership with Maven, the expert-led course platform. In the first installment, Hilary Gridley explained why fa

Xinran Ma 2026年7月28日 processed 原文

Sometimes You Have to Delete Everything

Hello, and happy Sunday! Vibe Checks are always a journey filled with unexpected twists and turns. As we worked with the Anthropic team to test what was Opus 5, deadlines shifted,

Every Staff 2026年7月26日 processed 原文

Why Some AI Workflows Stick—And Others Don’t

I was on a video call with Every CEO Dan Shipper, getting a tour of the increasingly elaborate ways he uses OpenAI’s Codex app to run his work life, when I saw the next AI workflow

Katie Parrott 2026年7月20日 processed 原文

The Model Is the Easy Part

Was this newsletter forwarded to you? Sign up to get it in your inbox. Measure what matters—and get paid for it Token spend is climbing everywhere . Some of that AI use is valuable

Every Staff 2026年7月19日 processed 原文

I'm an Editor—And I Built Our Newest Feature

TL;DR: We’re announcing gift links, which let paid and All Access Every members share paywalled articles with anyone. Using Codex and the latest frontier models, senior editor Jack

Jack Cheng 2026年7月17日 processed 原文

The Case Against Skills

Signal Skills could be making your AI worse It might be time to examine your elaborate skill library. Skills are reusable packages of instructions—and sometimes examples and tools—

Laura Entis 2026年7月16日 processed 原文

Surf the Models With Every’s Biz Ops Team

AI models have never been smarter or more capable. But using them to their full potential still requires AI skills, fluency, and most of all, the willingness to hand over complex w

Laura Entis 2026年7月15日 processed 原文

The Ops Team That Routes Work Across Models

AI models have never been smarter or more capable. But using them to their full potential still requires AI skills, fluency, and most of all, the willingness to hand over complex w

Laura Entis 2026年7月15日 processed 原文

Introducing Every All Access

TL;DR: Today we’re launching Every All Access , a new annual membership for builders who want to do their best work with AI. Its headline benefit is the Builder Pack , which includ

Dan Shipper 2026年7月14日 processed 原文

The Urge to Merge (ChatGPT and Codex)

After OpenAI released GPT-5.6 Sol on Thursday, Anthropic reset Claude’s five-hour and weekly usage allowances for all users, presumably to give people more time to use Fable before

Katie Parrott 2026年7月14日 processed 原文

How I Polish Software That Agents Built

For most of the history of making software, writing code was the work. You spent your days typing out functions, fighting errors, debugging migrations, and reading through other pe

Kieran Klaassen 2026年7月13日 processed 原文

From Doing to Tending

Was this newsletter forwarded to you? Sign up to get it in your inbox. Mini-Vibe Check: Grok 4.5 is fast, cheap, and finally useful Almost a year ago, we vibe-checked Grok 4 and fo

Every Staff 2026年7月12日 processed 原文

How GPT-5.6 Changes Knowledge Work

TL;DR: GPT-5.6 is the first model I’ve used that can reliably run whole loops of knowledge work, not just help with individual tasks. Your job turns from doing the work to tending

Dan Shipper 2026年7月10日 processed 原文

Welcome to Efficiencymaxxing

For a brief period, AI was an affordable novelty. Every use case felt like magic, and even the silliest task was worth a try when frontier labs were subsidizing compute costs to ge

Laura Entis 2026年7月8日 processed 原文

Use Fable Before You Know What to Ask

Today, we explore why Fable’s sharpest edge is its ability to surface the decisions you didn’t know you were making. Plus, Every’s head of social media Becky Isjwara walks through

Katie Parrott 2026年7月7日 processed 原文

A Tale of Two Models

Anthropic put out two models this week—one we’d been missing, and one we could skip. Fable 5 came back online on Thursday, and it couldn’t come back soon enough. Two days earlier,

Every Staff 2026年7月5日 processed 原文

Codex in Practice

We’re here to talk about Codex but before we get into it, we need to acknowledge the impending return of Fable 5, Anthropic’s Mythos-grade model that’s slated to be available again

Laura Entis 2026年7月1日 processed 原文

AI Could Do Anything. Then It Met PowerPoint.

As a consultant, I spend a lot of time in PowerPoint. Data doesn’t drive decisions, narrative does, and, love it or hate it, a slide deck presented on a glowing screen is the close

Mike Taylor 2026年6月29日 processed 原文

Codex for Everything and Everyone

Cutting-edge AI tools used to be the domain of engineers. No longer. Now the technology is accessible enough that anyone who wants to work more efficiently and ambitiously can use

Laura Entis, Katie Parrott 2026年6月25日 processed 原文

Can AI Learn Good Judgment?

AI can learn from a surprising variety of evidence: 30,027 edits, a two-minute screen recording, or a clear goal and access to an unfamiliar tool. At Every, we’ve been experimentin

Katie Parrott 2026年6月24日 processed 原文

Token Tightening

AI has entered its allocation era: Companies are starting to ask who gets access to the most powerful models, what those models should be used for, and when the cost is worth it. T

Laura Entis 2026年6月23日 processed 原文

I Asked an AI to Audit My Own Career

I was deep in an AI-induced fugue when I remembered my OKRs. I had published essays and guides, built agent skills for our daily newsletter, produced six hands-on reviews of new AI

Katie Parrott 2026年6月22日 processed 原文

Built on Moving Ground

On June 12, Anthropic disabled Fable 5 —the most capable coding model Every had worked with—after a U.S. government ban forced the company to shut it off for everyone. There was no

Every Staff 2026年6月21日 processed 原文

How Anthropic Makes Claude More Reliable

Living at the edge of AI is bittersweet. You can spend weeks building a workaround to a problem only for a frontier lab to swoop in and solve it for you in a more elegant, reliable

Laura Entis 2026年6月18日 processed 原文

Loops for Non-coders

AI can be exhilarating and destabilizing. Just when you think you have your setup figured out, a powerful new model drops —or, in the case of Anthropic’s Fable 5, gets abruptly dis

Laura Entis, Katie Parrott 2026年6月17日 processed 原文

Fable, Disabled

On Friday night, the U.S. government banned Anthropic’s distribution of Fable 5 and Mythos 5 to non-U.S. nationals. In response, Anthropic disabled Fable for all customers. As of t

Every Staff 2026年6月14日 processed 原文

The Moral of Fable

As any child who’s heard Aesop knows, the point of a fable is its moral. We see the consequences of falsely crying wolf. We learn why slow and steady wins the hare race. So what is

Dan Shipper 2026年6月12日 processed 原文

AI Everywhere, All at Once

Anthropic’s Mythos-level Fable 5 is here , which means we’re experimenting with how to get the most of the super-capable, token-hungry model. Today, four Every team members share t

Laura Entis 2026年6月11日 processed 原文

How to Get the Most Out of Fable 5

We’re hosting two live camps for paid Every members to put the latest frontier tools to work: Fable 5 Camp this Friday, June 12, followed by a rescheduled Codex for Power Users Cam

Laura Entis 2026年6月11日 processed 原文

AI Is Ready. Organizations Aren’t.

Hello, and happy Sunday! This week the consulting team published two practical guides. Mike Taylor built on engineer Steve Yegge ’s viral post to map the eight levels of AI adoptio

Every Staff 2026年6月6日 processed 原文

Spiral 4.0 Goes Agent-native

TL;DR: Spiral v4 just shipped with four major updates: a style engine that generates writing indistinguishable from your own 87 percent of the time, agent-native access via MCP, CL

Marcus Moretti 2026年6月4日 processed 原文

Opus 4.8 Is Smart Enough to Get in Your Way

Today, we update our Opus 4.8 Vibe Check with a Pulse Check featuring perspectives from more team members, Dan Shipper sits down with Figma’s Matt Colyer to unpack why AI hasn’t ki

Laura Entis 2026年6月3日 processed 原文

The Eight Levels of AI Adoption

All it takes is one viral post to make you feel like you’re using AI all wrong. Someone is running 12 Claude Code sessions in parallel. Someone else’s agent is answering emails whi

Mike Taylor, Laura Entis, Claude 2026年6月2日 processed 原文

Company-wide AI Implementation in Five Steps

Join me and Dan Shipper for a live session on what AI fluency looks like at the executive level tomorrow, Tuesday, June 2 . We’ll walk through how the leaders we work with—at hedge

Natalia Quintero 2026年6月1日 processed 原文

An Executive’s Guide to Implementing AI

If you read nothing else, here is the loop: Get fluent → Assign AI champions → Pick one painful workflow → Build to 95 percent → Scale what works Get fluent. Use the tools yourself

Natalia Quintero 2026年6月1日 processed 原文

How We Work Now

Hello, and happy Sunday! This week was bookended by two guides: a 9,000-word power user’s guide to Codex — Dan Shipper ’s “After Automation” essay put into practice the way the Eve

Every Staff 2026年5月31日 processed 原文

Compound Engineering Gets an Upgrade

Join me and Trevin Chow for our third compound engineering camp for paid subscribers next Friday, June 5 . We’ll show how planning and building are collapsing into one flow—where y

Kieran Klaassen 2026年5月29日 processed 原文

After ‘After Automation’

‘AI & I’: More machine, more human work Today, we’re releasing a new episode of our podcast, AI & I . In a format flip, Dan Shipper sits down with Every’s COO Brandon Gell not

Katie Parrott 2026年5月27日 processed 原文

Codex for Knowledge Work

Codex is easy to underestimate. At first glance it looks like another AI coding tool; if you’re not an engineer, a natural conclusion is that it’s not for you. That reading misses

Katie Parrott, GPT-5.5 2026年5月26日 processed 原文

Cheap Competence, New Frontier

Hello, and happy Sunday! This week we published “After Automation,” Dan Shipper ’s argument that even when you automate as much as we have, there’s always a new frame for humans to

Every Staff 2026年5月24日 processed 原文

Notes From the Foothills of the Singularity

这篇 Google I/O 现场笔记认为，行业重点正从“更惊艳的模型演示”转向把 AI 深度嵌入搜索、助手与基础设施的系统整合；下一阶段的瓶颈，不只是技术能力，而是如何向公众证明这些巨额投入能带来可感知的真实收益。

Alex Duffy 2026年5月22日 processed 原文

After Automation

Dan Shipper 用 Every 内部的自动化实践提出一个反直觉判断：AI 不会简单消灭工作，而会把人的职责推向更高层的 framing、判断与责任承担；真正稀缺的，不再是执行，而是为智能体定义值得完成的问题。

Dan Shipper 2026年5月21日 processed 原文

Google I/O: Agents, Agents, Agents

Google I/O 2026 释放了一个清晰信号：代理不再只是 AI 的附属能力，而正在成为搜索、个人助手与软件工作流的主产品层；真正的竞争也随之从模型智力，转向速度、成本与工具连接的可靠性。

Jack Cheng 2026年5月20日 processed 原文

Inside the 100-agent Software Factory

这篇通讯把视线放在多智能体软件工厂的现实落地上：并行跑上百个 coding agents 并不等于问题已经解决，真正的瓶颈正在转向编排、上下文管理与人机协作方式；同时，HTML 正在成为面向代理时代的成品文档格式。

Katie Parrott 2026年5月19日 processed 原文

How to Start a Career When AI Is Doing Your Entry-level Job

当 AI 正在吞掉越来越多入门级任务，真正还能持续积累价值的，不是职位名称本身，而是你持续打磨的判断力、手艺和对具体问题的长期投入。这篇文章给刚起步的人提供了四条务实建议。

Katie Parrott 2026年5月18日 processed 原文

Opus 4.7 Reels Us Back In

这期简报记录了 Every 团队对 Opus 4.7 体感回升的观察，也串联了 TanStack 供应链攻击、Spiral 去除 AI 写作痕迹的做法，以及团队内部对 “什么算 agent”的重新界定。

Laura Entis 2026年5月14日 processed 原文

Mining Your Life for Context

这篇文章讨论了如何把会议记录、消息、笔记和清晨想法变成可搜索的个人上下文，并提醒我们：AI 能帮你开采材料，但真正决定价值的仍是人的目标感和判断力。

Laura Entis 2026年5月13日 processed 原文

The Fallacy of the 16-hour Agent

这篇文章重新校准了人们对“长时自主代理”的想象：16 小时并不等于 AI 已经成熟， 更关键的是成功率、反馈回路，以及你是否真的为代理设计了可验证的长期目标。

Katie Parrott 2026年5月12日 processed 原文

Socrates as a Service

这篇文章讨论了为什么真正有价值的故事和品牌表达，仍然依赖人类通过追问、 倾听和临场判断去提炼隐性知识，而这正是 AI 目前最难复制的能力。

Eleanor Warnock 2026年5月11日 processed 原文

AI Work Is Splitting in Two

本周 Every 观察到 AI 工作正在分化成两条战线：一条是与人实时协作的桌面应用，另一条是可长时间后台运行、可被完整委派任务的智能体。理解何时协作、何时委派，正在成为新的核心技能。

Every Staff 2026年5月8日 processed 原文

The Culture of AI Engineering

Noah Brier 认为，AI 工程真正的难题不是把代码产出做成“工厂”，而是让人类、智能体与组织层层对齐，围绕同一个产品愿景协同工作。

Noah Brier 2026年5月8日 processed 原文

OpenAI Flips the Script

AI 竞赛中没有躺赢这回事：OpenAI 的 Codex 从落后 Anthropic 的 Claude Code，到在功能上反超（至少目前如此），只用了几个月。今天，Every CEO Dan Shipper 解释为什么 OpenAI 的编码应用成为他的日常工作驱动力，增长负责人 Austin Tedesco 分享从 Claude Code 切换过来的务实建

Laura Entis 2026年5月6日 processed 原文

A Guide to Agent-native Product Management

产品管理的学科演变 "产品管理"诞生于 1930 年代的消费品巨头宝洁公司。当公司扩大产品线时，领导者意识到，如果将控制权下放给产品的直接管理者，产品会更成功。每个产品都需要有人负责，他们称这个人为"品牌经理"（Brand Man）。产品管理的存在理由——所有权和问责制——一直延续至今。 然而在随后的岁月里，产品管理的职位描述被改写了数次。1940 和 19

every.to 2026年5月5日 processed 原文

The Dawn of Codex-native Apps

现在与 AI 协作，意味着每天要做几十次同样的判断：把任务交给代理，还是紧盯过程？Every CEO Dan Shipper 在周一站会上说：“AI 工作场景正在分叉。”一边是你委托的代理，另一边是在你写作、编码、分类、修改和决策时坐在身旁的代理。 观察 Every 团队的工作方式，你会发现这个分野无处不在。Dan 把协作文档编辑器 Proof 的 bug

Katie Parrott 2026年5月5日 processed 原文

I Let ChatGPT Manage My Workweek

四月初的一个周二下午 4:30，我坐下来写第二季度目标——比规定时间晚了一天。我决定像个成年人一样，先盘点第一季度的“损失”。我是认真的。承诺的专栏只写了一半，另一个项目根本没启动。 我可以给出常见借口——季度太忙、项目遇到不可控障碍——但真正的罪魁祸首显而易见： 我可能是个优秀的作家，但在项目管理上简直一塌糊涂。 15 年来，我通过回避来处理这个弱点。我不

Katie Parrott 2026年5月4日 processed 原文

Codex Goes to Work

知识库精选 代理原生的产品管理 Marcus Moretti 以一人之力运营着 Spiral。 这背后的秘密在于两个复合工程技能 ：/ce:strategy 通过对话生成战略文档，/ce:product pulse 则用创始人式的分析简报取代传统分析工具，并将其保存为产品的运行记忆。 本质上 ，这是将产品经理的核心工作流——计划 交付 审查——转化为可复用的

Every Staff 2026年5月3日 processed 原文

Who Isn't Using GPT 5.5

距离 OpenAI 发布 GPT 5.5 已经过去一周。我们向团队询问他们是否依然对这个模型保持热情,讨论了独角兽公司 CTO 们正在做出的不寻常职业选择,还会告诉你 Kieran Klaassen——AI 原生复合工程方法论的创造者——是如何在一天内创下个人记录的。—— Laura Entis 信号 从独角兽 CTO 到 Anthropic 个人贡献者的流

Laura Entis 2026年4月29日 processed 原文

Compute Is the New Cash

Stripe 如何为 Agent 原生世界构建产品 新一期《AI & I》播客中，Dan Shipper 与 Stripe 数据与 AI 负责人 Emily Glassberg Sands 探讨了 AI 如何重塑在线商业。核心议题包括：算力正在成为新型货币、欺诈已蔓延至结账流程之外、Agent 开始作为经济参与者活跃于互联网。 可在 X、YouTube 观看

Laura Entis 2026年4月28日 processed 原文