2026 年 3 月
Recently found cc-connect, a neat way to control local AI agents from any chat app. It bridges Claude Code, Cursor, Gemini CLI, and Codex to Slack, Telegram, Discord, Feishu, and more, so you can run code review, research, or automation from anywhere.
github.com/chenhg5/cc-connect
最近一直在想的一些问题，关于 AI、软件、内容，还有工程师接下来到底该往哪里走。
引用的推文这个哈密瓜的汽水加冰非常好喝，适合夏天，喝起来甚至有一种夏天年轻人恋爱的感觉！
一直想着控制自己信息源输入的简洁，当前我的 X 关注人数是 278，想着控制在 300 内，非常欢迎大伙推荐你认为的宝藏账号，那种不营销/不用流量搞钱/内容真实有深度的账号，不局限技术，不局限于中文区，欢迎欢迎推荐和自荐，哈哈我们来互关。
Mole 1.32 is live. The Mac cleaning tool that can free up tens of GBs in one go. 44.3K stars. github.com/tw93/Mole
Here’s what’s new:
· Performance: significantly faster scanning across mo clean, mo purge, and mo optimize, with parallel cache discovery, less subprocess
🙂 尊敬的 DJI 大疆创新用户：
非常遗憾收到飞行器失联的消息，请您放心，DJI 大疆创新会尽力协助您。当前您的飞丢申报已成功受理，您可以先参考找飞机功能使用介绍，尝试找飞机。
换了一根喜欢的高山回环表带，比海洋表带舒服不少！
Pake V3.11 shipped! Package any webpage into a ~5MB desktop app with one command. Rust Tauri, 20x lighter than Electron.
New: --install auto-moves to /Applications. --new-window keeps OAuth inside the app. --camera & --microphone for media permissions. --identifier for custom
Sharing the 4 Claude MCP servers I use the most lately.
1. TinyFish MCP lets Claude browse the live web, scrape, research, and return structured data instead of static answers. I’ve been using it to gather AI news for my newsletter, like pulling top Hacker News posts from the last few hours and summarizing them into a clean list.
2. GitHub MCP helps me review commits, trace changes, and understand repos without jumping between tools.
3. Figma MCP lets me inspect designs, check layout and spacing, and pull UI details directly into the conversation.
4. Excalidraw MCP is great for thinking visually. I use it to sketch flows and system ideas when text isn’t enough.
The last few are probably familiar, but the first one is worth a look. I recorded a short video showing how it works in practice. tinyfish.ai/
这个中国绘画元至清非常不错，内容很厚实，非常佩服作者巫鸿的水平，假如你想找一本美术入门史，可以看看这个。
这个中国绘画元至清非常不错，内容很厚实，非常佩服作者乌鸿的水平，假如你想找一本美术入门史，可以看看这个。
这个中国绘画元至清非常不错，内容很厚实，非常佩服作者乌鸿的水平，假如你想找一本美术入门史，可以看看这个豆包评分9.5！
气死了 我和你讲我发的时候说我不是原创 投诉微信 难用的一批 算了算了 洗稿的人也就只有洗稿的水平了
I’ve been using gstack as my open source software factory, turning Claude Code into a full virtual engineering team with roles like CEO, engineering manager, designer, QA, security, and release.
It replaces the blank prompt with structured roles, bringing 20 specialists and 8 powerful tools together in one workflow, all written in Markdown and open for anyone to use and build on.
If you are building, shipping, or leading, this is worth trying.
github.com/garrytan/gstack
之前一直纠结要不要买一个制冰机，不过家里只有我一个人喜欢喝冰水，感觉使用率不高，还占位置，之前冻冰块也不方便，一般是要喝的时候发现忘记冻了，发现有一个好东西，就是直接买几个成品冰块放冰箱，要用的时候直接拿出来，还可以直接夏天做美式，性价比非常高。
最近我也在用 LobsterAI，这评价没毛病，上手的确挺简单的，桌面端本地跑，数据在自己机器上，用起来更放心一点。开源后更新很快，功能迭代速度让我印象深刻，尤其是微信接入，体验已经很完善了。
4k likes in Chinese, here is the English version.
Agents get reliable from engineering, not new loops. Covers harness, context, tools, memory, evaluation, and OpenClaw.
Worth a read if you are building Agents.
引用的推文Kaku v0.8.0 Fish 🐟 is out. github.com/tw93/Kaku
A fast, out-of-the-box terminal built for AI coding, now with better shell integration and a more stable daily workflow. This release adds full Fish shell support via kaku init, including Starship prompt, Yazi launcher, theme sync, and a clean conf.d entrypoint.
Background tabs now show a bell indicator when tasks finish, with optional Dock badge support so you don’t lose track of long-running jobs. Kaku also remembers your last working directory when opening new tabs or windows, making sessions feel continuous. kaku update and kaku doctor now run in dedicated tabs instead of blocking your current work.
We also added a tab_title_basename_only option to simplify tab titles, fixed scrollback issues like viewport jumping during rapid output and glitches with Claude Code, and shipped a range of bug fixes and polish across window behavior, links, clipboard, SSH, and macOS stability.
Most Claude Code projects don’t fail because of prompts. They fail because of architecture drift, weak governance, unsafe defaults, and missing verification. Built from my article “You Don’t Know Claude Code”, I just shipped Claude Health. github.com/tw93/claude-health
The spring in Hangzhou is very beautiful.
Mole just shipped v1.31.0 Makima with faster performance and more accurate system status reporting. Huge thanks to all contributors. Still fully open source and free, made possible by the community effort behind it.
github.com/tw93/Mole/
第二篇你不知道的 Ai 系列，文章太长不读总结，来不及看长文小伙伴看这个就好，但还是建议收藏后有空读全文。
1. Agent 核心是感知-决策-行动-反馈的稳定循环，控制流基本不变，新能力主要通过工具扩展、提示结构调整和状态外化实现 。
2. Harness（验收基线、执行边界、反馈信号、回退手段）比模型本身更决定系统能否收敛，高质量自动化验证和清晰目标缺一不可 。
3. 上下文工程重点防 Context Rot，通过分层（常驻/按需/运行时/记忆）、压缩（滑动窗口/LLM摘要/工具结果替换）和 Skills 延迟加载保持信号质量。
4. 工具设计应遵循 ACI 原则：面向 Agent 目标而非 API、明确使用边界、参数防错、支持示例，调试时优先检查工具描述而非模型能力 。
5. 记忆分层为工作记忆、程序性记忆、情景记忆、语义记忆，MEMORY + 按需检索 + 可回退整合是跨会话一致性的关键。
引用的推文去看我的 工程师人味文章
I’ve been running a small weekly newsletter for 5 years. This year I started publishing it in English too. I share things I learn in tech, useful tools, how I use AI in daily work, and bits of life from a Chinese engineer’s perspective. Latest issue: weekly.tw93.fun/en/posts/260
整了一张新加坡汇丰卡
一种超市购物卡的感觉
挂号信三个月没到
电话过去，重新生产快递一周就到了
Claude’s official “Get inspired by what you can do with Claude” page is well worth a look.
It covers practical examples across research, writing, coding, analysis, and everyday work, and it goes much deeper than I expected. Instead of reading second-hand summaries, it’s better
Most Claude Code problems are not prompting problems. They are systems-design problems.
I wrote a deep dive on Claude Code's architecture, governance, and engineering internals. If you want the practical takeaway: `npx skills add tw93/claude-health`, then run `/health`.
引用的推文A very useful trick for working with web content and LLMs
Prepend any webpage with r.jina.ai/ and it returns a clean Markdown version of the page. Perfect for research, AI agents, or feeding documentation directly to models.
Recently came across Pi Monorepo, an open-source toolkit for building AI agents and managing LLM deployments. It includes a unified multi-provider LLM API, an agent runtime with tool calling and state management, an interactive coding agent CLI, plus TUI and web UI libraries for
最近在看 Agent / LLM 的长期记忆方案，顺便研究了一下 MemOS 给 OpenClaw 做的这个插件。
很多 Agent 在长期任务里都会遇到一个问题：Session 一长，Context 和 Token 开销就开始迅速增长，而且历史交互也不一定会沉淀成可复用经验，很多事情会反复试。
MemOS 的思路是把 Memory 从 Prompt
x.com/i/article/2032364186022686720
Hey @bcherny @trq212 @alexalbert__ I wrote a deep dive on Claude Code's architecture, governance model and engineering internals. Got 6k+ likes from the developer community across Asia. I'm translating it into English so more people can read it.
中午炒了 4 个小菜
🐹 Just shipped Mole V1.30.0. If you have cleaned tens of GB of junk from your Mac in one go, you know the feeling.
Since October, Mole has gone from v1 to 30. This release improves reliability with safer orphan cleanup and better edge case handling.
github.com/tw93/Mole
Kaku 0.7🌊 is here.
If you haven't tried it yet, it's a terminal that started from WezTerm but went through a lot of surgery. Significant rewrites, a good chunk of code removed, and plenty of real improvements on top. Split panes and multi-tab work great out of the box, looks good by default, ships with a lightweight toolbox including yazi, lazygit, and common zsh plugins. Light, dark, and auto theme switching built in.
This release adds transparency and frosted glass support, the terminal actually feels polished now. Added a close-window guard for those accidental cmd+w moments during AI coding sessions, cmd+shift+t restores it if you close anyway. Scrollbar config is in too. kaku ai now supports Antigravity model config, Google has been a bit chaotic lately but we added it anyway.
Run kaku update to grab it, or check it out at github.com/tw93/kaku
This is Shrimp and Swamp Eel Ban Chuan, a classic noodle dish from Hangzhou, China, made with hand-pulled noodles, river shrimp, swamp eel, scallions, and a rich savory sauce. It’s a beloved local specialty with a smoky wok aroma, tender eel, and the fresh sweetness of shrimp.
A great resource if you want to understand how AI coding agents work. Learn Claude Code walks through building a minimal Claude Code like agent from scratch, explaining each mechanism step by step.
You’ll see the core loop most coding agents share: call the model, execute tools, feed the results back, and iterate. A clean way to understand how these systems are actually built.
learn-claude-agents.vercel.app/
/health 已经更新V1.3咯 github.com/tw93/claude-health
重新npx add一下到最新，现在支持这些投毒安全检查
这篇 7 千字的文章，其实就等于这行命令
npx skills add tw93/claude-health，运行 /health 即可～
Just discovered something wild: rentahuman.ai/ When an AI agent hits a task it can’t finish online, it can post a job there and hire a real human to do it in the physical world.
This really broke my mental model a bit. AI can plan and automate, but when it needs someone to actually touch the real world, a rentable human becomes part of the workflow.
Recently came across a really well-done interactive MicroGPT walkthrough. It builds on Andrej Karpathy’s ~200-line Python GPT implementation and visually explains each step of how a language model works.
You can see tokenization, next-token prediction, softmax, loss, attention, and backpropagation play out step by step. If you’ve ever wanted to understand how GPT actually works under the hood, this is a great place to start.
growingswe.com/blog/microgpt
A public OpenClaw Exposure Watchboard is now listing OpenClaw instances reachable from the internet. In many cases you can click into them and directly see content from the running instance.
If you are using OpenClaw, please double check authentication, remove direct public exposure, and be careful with your personal data when experimenting with agents.
openclaw.allegro.earth/
Mm-hmm This is also a requirement I also have a tip: tell Codex that I’ll have Claude Code review your code, so you need to implement it properly and carefully.
My current Codex setup works surprisingly well. Model: Fast GPT-5.4 High, Personality: Pragmatic. I also use these custom instructions,You might want to try it.
Act like a high-performing senior engineer. Be concise, direct, and execution-focused.
Prefer simple, maintainable,
2025年：“AI 你帮我去做点小事”
2026年：“AI 还有什么小事需要我帮你做”
If you want every new tab to open with a refined classical wallpaper in high resolution, a short intro, and the option to refresh manually, try Maple NewTab.
It also lets you switch to Bing’s daily image or a completely blank page. Clean, minimal, and without any extra noise.
🎃 Kaku tip time. We all forget shortcuts, so I wanted the same muscle memory as VS Code: press Cmd + Shift + P and search for what you need.
It opens the Command Palette. Type to search actions and features, with the most useful but easy-to-forget ones pinned near the top. If
Kaku v0.6 is now available. A fast macOS terminal with great defaults, built for AI coding. Zero config. github.com/tw93/Kaku
Highlights
• Light theme overhaul: better ANSI colors, dynamic font weight, plus Claude Code friendly colors
• AI panel upgrade: clearer usage summary and remaining quota, Kimi Code support, better Claude OAuth persistence, custom headers for proxy or self hosted setups
• Better tab workflow: drag to reorder, double click rename, Cmd Shift T to reopen last closed tab, and kaku set-tab-title for scripts
• Clickable file paths: paths in output are now hyperlinks
• Shell and macOS fixes: removed forced TERM kaku, smoother shell init, IME and shortcut bugs fixed, overall window and fullscreen behavior more stable
• Long session stability: lazy scrollback and tighter render caches for lower, steadier memory
Mole now supports Windows. The first pre-release is here. To keep the Mac version simple and lightweight, the Windows support lives in a separate branch.
It includes native PowerShell commands like mo clean, mo optimize, mo uninstall, mo analyze, mo status, and mo purge, with support for cleaning temp files, logs, browser and app caches, developer caches, project artifacts, and more. It also comes with a Windows system dashboard and an interactive UI.
It’s still early, so I’d recommend testing it on a non-critical machine first. Feedback, bug reports, and ideas are very welcome.
github.com/tw93/Mole/tree/windows
Kaku will soon show usage for Claude Code, Codex, Kimi, Gemini, GitHub, and Copilot directly in the terminal, with no setup needed. You’ll also be able to switch accounts and change models in one place, which feels much simpler than opening another app and uses far fewer resources.
Any other coding CLIs you think I should add next?
好多年都没有吃过椰肉了，很有意思
椰皇怎么不用刀开孔给我学到了，先把上面顶剥掉，然后会有3个面然后轻轻按一下有一个地方明显不硬，然后去找孔就好。
然后怎么开椰壳，那就是用另外一个椰皇，一手一个，相互去砸三条凸起棱，用力砸几下，然后有一个就有裂缝了，一掰就开了，椰肉很清爽！
对于工程师而言，nanobot 这种更轻、更适合放在个人电脑上的 OpenClaw 形态，其实会顺手很多。它不是那种一上来就特别重的系统，更像是一个能长期放在自己环境里的 agent 助手，平时安静待着，有事情的时候就能接上去做。
我本地现在就常驻着两个 nanobot，一个偏代码方向，平时帮我看 issue、整理思路、往下推技术方案，另一个偏生活方向，去处理一些更日常的事情，相当于替换半年前习惯的 ChatBot。再加一个定时任务一直盯着，假如服务挂了就自动拉起，同时用 Amphetamine 让我家里电脑一直在线。跑久了以后，它就很像自己环境里一个稳定存在的部分，不需要你每次都特意去打开、去维护、去折腾。
很多时候你写代码写到一半，或者人在外面不方便开电脑的时候，有些事情就可以顺手丢给它先做，等你回来看，前面的准备工作已经做掉一部分了。这种体验很实际，对喜欢轻量、简单、自己可控的工程师来说会很自然。考虑到不想折腾的话，我其实更建议直接用安装版本，开箱就能跑起来。像我自己会想再加一点想要的东西，就会直接 clone 到本地去用，让 nanobot 自己优化自己的代码，自己去迭代自己，最近也加了不少好玩的东西，确实很有意思。
github.com/HKUDS/nanobot
Mole 1.29 is live. The Mac cleaning tool that can free up tens of GBs in one go.
github.com/tw93/Mole
What’s new:
· destructive commands now support --dry-run / -n for full preview before execution
· mo status and mo analyze now support --json, with auto JSON mode in non TTY pipelines
· smarter cleanup for Xcode DeviceSupport, plus safer sudo handling in Automator and Shortcuts
This release makes Mole much better for automation, scripting, and safer cleanup. If Mole helps, I’d love to hear what hidden junk or safe cleanup targets you want next.
给 weekly.tw93.fun/ 出门拍封面图，哈哈随便看看～
帮转一个前端岗位，方向还挺难得。
飞猪北京交通前端 P6，既有真实的大业务场景，也有 Agent 落地和团队 AI 提效相关工作，不只是做页面和需求交付。
对业务前端和 AI 应用落地都感兴趣的，可以把简历发送到
shuke.cl@alibaba-inc.com
ai 越来越牛逼 特别是这两个月我的感受 不过虽然但是其实和普通人需求是错位的 但是豆包很好的补充了普通人的需求
今天看腾讯大厦装龙虾这件事，挺有感触。
最近很多大厂都在疯狂让一线非技术员工去安装龙虾，网上甚至真有 500 上门安装服务。大家都在拼命找使用场景，拼命要求落地，拼命证明这个东西已经重要到不能错过，整个过程让我有一种很强的赛博科技折叠感。
补充图片《龙虾大跃进》
周五快乐，悠闲的骑着小黑的我和路边好看的花，以及堵车的路。
MiaoYan now has a CLI. I originally built it because I wanted OpenClaw to read my notes and learn from them, but MiaoYan didn’t expose an easy interface. So I let the 🦞 write one and I reviewed it. The result turned out surprisingly useful and is now merged into the main repo.
今天给自留地写了一个 Kaku 的介绍，分享给大伙，希望有兴趣小伙伴玩玩。
Kaku：极速开箱即用的 AI 友好终端 github.com/tw93/Kaku
为啥要做
我一直想要一个自己用得爽的 Mac 终端，够快，默认顺手，还得支持多 Tab 和分屏。Alacritty 很轻快但没 Tab，Ghostty 字体渲染不合口味，Warp
上次那个最近一年买到的好物里面第一的盖帝虎地漏芯我在买了一个试用后，又买了一个，把家里浴室地漏缘故全换了，非常通顺不堵水，安装简单，推荐推荐。
Teaser: Kaku is getting a light theme soon. The first version is based on Flexoki, an inky color scheme designed for reading and writing on screens, inspired by analog printing inks and warm paper tones.
I tweaked the colors to feel smoother and more comfortable for long
小鼹鼠你出息了！ youtube.com/watch?v=xE5a1meAgwE
Thank you for everything you have done for the open source community.
Running something heavy like OpenClaw on your Mac but worried it might sleep? Amphetamine keeps your Mac awake even with the lid closed or the display off.
Set it by time or triggers like specific apps, power, WiFi, VPN, or CPU usage. Free. Simple and reliable.
Maple 1.17 is live. Hide your bookmark bar and keep a clean browsing space.
This update refines the new tab and bookmark experience, adds an “Open in New Tab” option, improves multi-language support, and cleans up issues like Bing date and sorting.
github.com/tw93/Maple
这种生烫牛肉米线真真真好吃，特别是这个油辣椒一绝，加点儿薄荷叶，很美味！
Didn’t expect to like the X iPhone widget this much. Explore is surprisingly good. Nice work @nikitabier.
Claude Code 这个语音能力看着好不错，早上就去试试效果！
Found a VS Code dark theme inspired by easemate IDE and JetBrains Islands. Floating glass panels, rounded corners, pill UI, warm syntax colors, and smooth transitions. Calm, cohesive, and surprisingly refined. Worth a try.
github.com/bwya77/vscode-dark-islands
Tried Readout recently. A native macOS app that visualizes your Claude Code environment in real time. Agents, sessions, repos, costs, MCP, ports, plus instant global search and full session replays with timeline playback.
All local, no account, very polished for a beta. Excited
Thank you @miantiao for sponsoring me on github. You can join them at my sponsors profile: github.com/sponsors/tw93?o=nsm&sc=t
If you’re building an AI product and want to test the market fast, ship the web version first. When you’re ready, use Pake to package it into native desktop apps for macOS, Windows, and Linux with a single command.
Pake 3.10.0 is live. Turn any webpage into a desktop app.
MiaoYan 2.7.0 is live. A native Markdown editor for engineers.
github.com/tw93/MiaoYan
If you want a Markdown editor without AI noise, MiaoYan might be a better place to write alongside your AI workflows and keep your notes grounded and searchable.
What’s new:
· Apple
赛博终于装好了，非常帅！
荣小馆还挺鲜！
Mole 1.28.1 Silent Guardian 🚣🏻 is live. The Mac cleaning tool that can free up tens of GBs in one go. 37.4K stars. github.com/tw93/Mole
If System Data ever eats your disk and you have no clue what’s inside, this update finally gives you better clues right in the terminal.
·
