Chronology

时间线

2026

四月

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Compound Engineering: 3/31/2026

http://x.com/i/article/2038887861387444224

三月

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One Line of Code on Every Other Platform. Why Can't the Web Do It After 30 Years?

Querying layout results takes one line of code on iOS, Android, Qt, and Flutter. On the web, it requires triggering a full-page reflow. This isn't because...

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一行代码的事,Web 为什么做了三十年还没做到

在iOS上查询排版结果只需一行代码,Web上需要触发整个页面的重新布局。这不是因为浏览器工程师蠢,而是CSS在1994年做了一个声明式的架构选择。这个选择的天花板更高,但代价是中间状态不可查询。Facebook在2012年因为不理解这个trade-off付出了数亿美元的代价。SwiftUI和Jetpack...

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ChatGPT Won't Let You Type Until Cloudflare Reads Your React State. I Decrypted the Program That Does It.

Every ChatGPT message triggers a Cloudflare Turnstile program that runs silently in your browser. I decrypted 377 of these programs from network traffic and found something that goes beyond standard browser fingerprinting. The program checks 55 properties spanning three layers: your browser (GPU, screen, fonts), the Cloudflare network (your city, your IP, your region from edge headers), and the ChatGPT React application itself (__reactRouterContext, loaderData, clientBootstrap). Turnstile doesn

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大多数想法都不重要

大多数想法都不重要。有了 AI,信号源太多,到处都是触发想法的东西。更关键的是,AI 把想法到行动之间的摩擦抹平了。做多了会很累,不是体力上,而是一种精神不聚焦的疲惫。

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少给方案,反而得到更好的方案

我在给 Claude Code 写一个 skill,需要引用一份在线文档里提炼出来的原则。但文档会更新,原则可能过时,怎么保持同步是个问题。

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Anatomy of the .claude/ Folder

A complete guide to CLAUDE.md, custom commands, skills, agents, and permissions, and how to set them up properly.

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The Age of the Amplifier

As we’ve noted more than a few times before, for most of the 20th century AT&T’s Bell Labs was the premier industrial research lab in the US.

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GitHub - Yeachan-Heo/oh-my-claudecode: Teams-first Multi-agent orchestration for Claude Code

Teams-first Multi-agent orchestration for Claude Code - Yeachan-Heo/oh-my-claudecode

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Run Claude Code programmatically - Claude Code Docs

The Agent SDK gives you the same tools, agent loop, and context management that power Claude Code. It’s available as a CLI for scripts and CI/CD, or as Python and TypeScript packages for full programm

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Run prompts on a schedule - Claude Code Docs

Scheduled tasks let Claude re-run a prompt automatically on an interval. Use them to poll a deployment, babysit a PR, check back on a long-running build, or remind yourself to do something later in t

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Push events into a running session with channels - Claude Code Docs

A channel is an MCP server that pushes events into your running Claude Code session, so Claude can react to things that happen while you’re not at the terminal. Channels can be two-way: Claude reads

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Create custom subagents - Claude Code Docs

Subagents are specialized AI assistants that handle specific types of tasks. Each subagent runs in its own context window with a custom system prompt, specific tool access, and independent permissions

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How Claude remembers your project - Claude Code Docs

Each Claude Code session begins with a fresh context window. Two mechanisms carry knowledge across sessions: CLAUDE.md files: instructions you write to give Claude persistent context Auto memory: note

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一步一步引导模型建立更好的 Context

和 Claude 协作久了,我发现一个很有意思的事:第一轮 prompt 写得越完整,效果不一定好。

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GitHub - letta-ai/claude-subconscious: Give Claude Code a subconscious

Give Claude Code a subconscious. Contribute to letta-ai/claude-subconscious development by creating an account on GitHub.

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Thoughts on slowing the fuck down

Thoughts on slowing the fuck down

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Claude Code auto mode: a safer way to skip permissions

Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.

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What You (Want to)* Want

Since I was about 9 I've been puzzled by the apparent contradiction between being made of matter that behaves in a predictable way, and the feeling that I could choose to do whatever I wanted. At the time I had a self-interested motive for exploring the question. At that age (like most succeeding ages) I was always in trouble with the authorities, and it seemed to me that there might possibly be some way to get out of trouble by arguing that I wasn't responsible for my actions. I gradually lost hope of that, but the puzzle remained: How do you reconcile being a machine made of matter with the feeling that you're free to choose what you do?

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The Need to Read

In the science fiction books I read as a kid, reading had often been replaced by some more efficient way of acquiring knowledge. Mysterious "tapes" would load it into one's brain like a program being loaded into a computer.

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lots of folks running expensive sandboxes but really all you need is a filesystem but really you don't even need a fi...

lots of folks running expensive sandboxes but really all you need is a filesystem but really you don't even need a filesystem, you just need a filesystem API that frontends something like a database

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Auto mode for Claude Code

Really interesting new development in Claude Code today as an alternative to --dangerously-skip-permissions: Today, we're introducing auto mode, a new permissions mode in Claude Code where Claude makes permission decisions …

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Harness design for long-running application development

Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.

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如何分配和 AI 在一起的时间

即使全天都和 AI 在一起工作或探索,也应该按时间段分配不同类型的事情。晚上适合回顾、清理、规划,比起 ship,这种清理的感觉让我更舒服。

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Effective harnesses for long-running agents

As AI agents become more capable, developers are increasingly asking them to take on complex tasks requiring work that spans hours, or even days. However, getting agents to make consistent progress ac

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Building a C compiler with a team of parallel Claudes

Written by Nicholas Carlini, a researcher on our Safeguards team. I've been experimenting with a new approach to supervising language models that we’re calling "agent teams." With agent teams, multipl

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Demystifying evals for AI agents

IntroductionGood evaluations help teams ship AI agents more confidently. Without them, it’s easy to get stuck in reactive loops—catching issues only in production, where fixing one failure creates oth

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Designing AI resistant technical evaluations

Written by Tristan Hume, a lead on Anthropic's performance optimization team. Tristan designed—and redesigned—the take-home test that's helped Anthropic hire dozens of performance engineers.Evaluating

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Profiling Hacker News users based on their comments

Here’s a mildly dystopian prompt I’ve been experimenting with recently: “Profile this user”, accompanied by a copy of their last 1,000 comments on Hacker News. Obtaining those comments is easy. …

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Using Git with coding agents - Agentic Engineering Patterns

Using Git with coding agents - Agentic Engineering Patterns

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Some Things Just Take Time

On friction, patience, and planting trees.

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How to Get New Ideas

(Someone fed my essays into GPT to make something that could answer questions based on them, then asked it where good ideas come from. The answer was ok, but not what I would have said. This is what I would have said.)

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On becoming a day person

My biggest game-changer

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Turbo Pascal 3.02A, deconstructed

In Things That Turbo Pascal is Smaller Than James Hague lists things (from 2011) that are larger in size than Borland's 1985 Turbo Pascal 3.02 executable - a 39,731 byte …

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Open SWE: An Open-Source Framework for Internal Coding Agents

Over the past year, we've observed several engineering organizations building internal coding agents that operate alongside their development teams. Stripe developed Minions, Ramp built I

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GitHub - langchain-ai/open-swe: An Open-Source Asynchronous Coding Agent

An Open-Source Asynchronous Coding Agent. Contribute to langchain-ai/open-swe development by creating an account on GitHub.

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Thoughts on OpenAI acquiring Astral and uv/ruff/ty

The big news this morning: Astral to join OpenAI (on the Astral blog) and OpenAI to acquire Astral (the OpenAI announcement). Astral are the company behind uv, ruff, and ty—three …

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Kagi Small Web

Discover the small web - personal blogs, independent YouTube channels, and webcomics from genuine humans on the internet.

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Rob Pike's 5 Rules of Programming

Pike's rules 1 and 2 restate Tony Hoare's famous maxim "Premature optimization is the root of all evil."

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Autoresearching Apple’s “LLM in a Flash” to run Qwen 397B locally

Here's a fascinating piece of research by Dan Woods, who managed to get a custom version of Qwen3.5-397B-A17B running at 5.5+ tokens/second on a 48GB MacBook Pro M3 Max despite …

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Snowflake Cortex AI Escapes Sandbox and Executes Malware

PromptArmor report on a prompt injection attack chain in Snowflake's Cortex Agent, now fixed. The attack started when a Cortex user asked the agent to review a GitHub repository that …

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File over app File over app is a philosophy: if you want to create digital artifacts that last, they must be files yo...

File over app File over app is a philosophy: if you want to create digital artifacts that last, they must be files you can control, in formats that are easy to retrieve and read. Use tools that give

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Getting Claude to Actually Read Your CLAUDE.md

Dex · March 17, 2026 · < 2 min readClaude Code wraps your CLAUDE.md in a <system_reminder> that explicitly tells the model the contents "may or may not be relevant." The longer your file gets, the mor

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Thariq on X: "Lessons from Building Claude Code: How We Use Skills " / X

Skills have become one of the most used extension points in Claude Code. They’re flexible, easy to make, and simple to distribute.But this flexibility also makes it hard to know what works best. What

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How to Do Great Work

If you collected lists of techniques for doing great work in a lot of different fields, what would the intersection look like? I decided to find out by making it.

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Superlinear Returns

One of the most important things I didn't understand about the world when I was a child is the degree to which the returns for performance are superlinear.

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为什么AI只会说正确的废话,以及怎么把它逼出舒适区

LLM的默认输出是consensus:正确但平庸。Deep Research其实是Wide Research。我们找到了一种系统性方法,用个人认知上下文把LLM从consensus里强行扯出来。一年实验,有控制变量证据。

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What is agentic engineering? - Agentic Engineering Patterns

What is agentic engineering? - Agentic Engineering Patterns

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My fireside chat about agentic engineering at the Pragmatic Summit

I was a speaker last month at the Pragmatic Summit in San Francisco, where I participated in a fireside chat session about Agentic Engineering hosted by Eric Lui from Statsig. …

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AI as teleportation

Here’s a thought experiment for pondering the effects AI might have on society: What if we invented teleportation?

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Implementing a clear room Z80 / ZX Spectrum emulator with Claude Code

[antirez](/user/antirez) 20 days ago. 54087 views. Anthropic recently released a blog post with the description of an experiment in which the last version of Opus, the 4.6, was instructed to write a

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The Final Bottleneck

AI speeds up writing code, but accountability and review capacity still impose hard limits.

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Enough AI copilots! We need AI HUDs

In my opinion, one of the best critiques of modern AI design comes from a 1992 talk by the researcher Mark Weiser where he ranted against “copilot” as a metaphor for AI.

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A Language For Agents

written on February 09, 2026 Last year I first started thinking about what the future of programming languages might look like now that agentic engineering is a growing thing.

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Why Leonardo was a saboteur, Gutenberg went broke, and Florence was weird – Ada Palmer

Ambassador visiting Renaissance Florence: “Where am I? None of this has existed for a thousand years."

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Finding and Fixing Ghostty's Largest Memory Leak

A few months ago, users started reporting that Ghostty was consuming absurd amounts of memory, with one user reporting 37 GB after 10 days of uptime. Today, I'm happy to say the fix has been found and merged. This post is an overview of what caused the leak, a look at some of Ghostty's internals, and some brief descriptions of how we tracked it down.1

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Don't Trip[wire] Yourself: Testing Error Recovery in Zig

I've written a library called Tripwire1 for injecting failures into Zig programs for the express purpose of testing error handling paths. Outside of unit tests, it is completely optimized away and has zero runtime cost (space or time).

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Harness engineering: leveraging Codex in an agent-first world

Over the past five months, our team has been running an experiment: building and shipping an internal beta of a software product with 0 lines of manually-written code.The product has internal daily us

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My AI Adoption Journey

My experience adopting any meaningful tool is that I've necessarily gone through three phases: (1) a period of inefficiency (2) a period of adequacy, then finally (3) a period of workflow and life-altering discovery.

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Skill Issue: Harness Engineering for Coding Agents

We've spent the past year watching coding agents fail in every conceivable way: ignoring instructions, executing dangerous commands un-prompted, and going in circles on the simplest of tasks. We've se