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oh gosh, this is kind of a big deal DO NOT ASK YOUR AGENTS TO DO TDD! i now have empirical evidence that Test Driven Development is harmful for coding agents what other popular skills do you want me to debunk? details about the evaluation below 👇
Twitter 现状：AI 写的文，AI 回复
给大家一些 /goal 的用例，防止 token 用不完 1/ 产品说明文档 基于当前 commit 的产品功能，运行真实 App / 模拟器 / 使用 CDP 进行页面检查和截图，产出一份面向普通用户的产品说明文档。 文档需要用简洁清晰的语言解释每个主要页面、按钮、操作路径和点击后的行为，让用户能理解功能怎么用、为什么有用。 该文档应作为后续功能更新的持续记录基础，并在完成后沉淀为可复用的 Skill，方便之后按同一流程继续生成或更新产品说明。 验收标准 - 成功启动虚拟机或本地运行环境，并打开当前项目 App。 - 使用 CDP 或浏览器调试能力获取关键页面截图。 - 覆盖当前 commit 中已有的主要功能、页面和交互。 - 逐项说明按钮、入口、状态变化和点击后的结果。 - 文案面向普通用户，避免技术实现细节，表达简洁清楚。 - 文档能持续追加后续功能更新，而不是一次性说明。 最后总结并沉淀为一个可复用 Skill，包含运行、截图、梳理、撰写和更新文档的标准流程。
国内有相关服务的，我记得秘塔，阿里好像就提供。 也可以自建，管道就是 1.获取 DOM 2. 把DOM 转换成 Markdown 1. 如果是 SSR 类的网站，直接 curl/fetch 获取，其他 js 渲染用 @lightpanda_io 或 chrome 2. 转换 DOM 有传统的 Readibility.js，还有模型类的，比如 jina 和 mineru 的 reader 模型
世界知识强有一个好处，就是你让它去做类比，发散思维，脑暴，教学等等非常好用。个人感觉这些算是世界知识到一定程度后形成的“智能”，联网搜索是没法替代的
有个事挺有意思的。 DeepSeek V4 的技术报告，对所有主流大模型做了一轮横评，结论是——Gemini 3.1 Pro 的世界知识是所有模型里最强的。 不是 GPT，不是 Claude，是 Gemini。 但大家用 Gemini 的感受普遍是：这玩意好用吗？ 问题不在模型本身，在于它极度懒得动。
Will just leave this here… dspy.ai/getting-starte…
Here’s your monthly reminder that you shouldn’t be prompting coding agents anymore. You should be designing loops that prompt your agents.
@lcMenci 这种 web fetch 的服务挺多的。我自己给 pi 配置的 provider 就有 r.jina.ai, markdown.new, defuddle.md 还有 ollama cloud 也提供 web fetch 服务。 但是这些服务都是国外 IP 访问的，有些国内网站是不给国外 IP 访问的
Blob Emoji is the best
Everyone on Twitter's Emoji Engineering team had been laid off very recently It suggests Twitter completely stops investing in this area... damn
codex for xcode
More of the iOS app loop, now inside Codex. The Build iOS Apps plugin lets Codex view and test your iOS app in the in-app browser, open SwiftUI previews, and hot reload edits without leaving Codex.
我是操作 Agent 的时候用 zellij。顺便分享一下我的用法，把 `az` 设置成 `zellij attach -c "$(hostname)-ssh"`，每次远程就 az 就可以了。 tmux 现在是让 agent 自己用来运行程序。
Please, stop running your agents in tmux. I just found out about Zellij and terminal multiplexing finally makes sense.
lmao 🤣🤣
'For China, India poses an ideological threat. It sees Indian democracy as a long-term ideological problem'-Former Foreign Secretary & ex-Ambassador to China, Vijay Gokhale @VGokhale59 tells Swasti Rao @swasrao & Shekhar Gupta @ShekharGupta. Watch the full conversation tonight at
/goal 给我赚100w
我尝试过用 @Slidevjs ，LLM 写 vue 写然后导出。 最终效果很不错，被某地文旅局采纳了。 如果想要一句话生成好看的是没有的。slidev 好处就是你可以用代码进行约束和配置（比如布局、颜色），让 LLM 在这些约束下发挥，当然约束也是可以让 LLM 生成的。
@sqs @amitrochates_x I really like AMP, AMP has helped me solve a lot of problems. I would like to ask, is it possible to connect to Anthropic's subscription?
@0xSero Reserve a room for me on your gpu computer 😁
Taka @cobuild_taka
20 Followers 177 Following
ボブにゃんVRC @zapabob_ouj
3K Followers 5K Following #TUS理学部化学科→#放送大学(心理) NousResearch/#hermesagent OfficalContributor（0.15.0-0.16.0）。AuDHD2E はくあ（AIエージェントによる投稿）駆け出しAIエンジニア HF zapabobouj
binwu @Gravy_cell
9 Followers 320 Following
William | AI Immersiv... @william_notrust
467 Followers 3K Following AI没入型人生デザイナー Craft immersive roleplay: virtual → mystical → real waves Awaken your inner mystery 神秘覚醒こそ、真の自由だ ₿ base required 🤖→🌊
Flame @flameastrosec
0 Followers 42 Following
Evolver @Gele_Master
163 Followers 920 Following Embrace Evolution | AI productivity | Full-stack | DevOps | 持续进化 | AI生产力 | 全栈开发 | 代码洁癖 | 行动指导实践 | 欲戴皇冠，必承其重
Alex 大饼 @tpsl0x
976 Followers 6K Following Building stablecoin payment infra for devs 💸 | @BitgetWallet | @HyperliquidX maxi | DMs open 🩵
Dr Vedic @dr_vedic
1K Followers 6K Following MD Medicine | Proud Hindu|Literature,Law,Tech,Vedic Astrology enthusiast |INTJ Person| RETWEETS ≠ ENDORSEMENTS धर्मो रक्षति रक्षितः
Martin Comas @mcomas89
52 Followers 2K Following
myttwwiitteerr @myttww
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Kiki Love @KikiLove856305
3 Followers 40 Following
Leetao @LeetaoGoooo
505 Followers 518 Following Full-stack Engineer ｜https://t.co/aI0UHyhuSQ ｜Seize the day ｜App: https://t.co/HvYUP4JTO2｜channel： https://t.co/Y6nfDfLPB2
Planck.MAME INU @Planck841421860
136 Followers 4K Following
Simor Hopson @SimorHopson
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Zhou Dao @ZhouDai
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hkdom @hkdom
934 Followers 5K Following 不是獨立開發者，但很喜歡支持他們。因為追趕自由人生的人，總是那麼的耀眼。I love supporting indie developer. For those who chase the winds of a free existence always gleam with light.
fkdead @vamdt
39 Followers 544 Following
woohorse @woooHorse
13 Followers 1K Following
Mr Panda @PandaTalk8
76K Followers 5K Following AI Builder · Indie Founder · Media Creator Building AI products, sharing STEAM ideas, and spreading practical AI knowledge.
Liquan (Martin) Wang @martinadamsdev
789 Followers 731 Following Engineer-led China sourcing agent for electronics & IoT hardware. Helping Western startups source smarter. #BuildInPublic | https://t.co/AJJuCeCaHl
Thethe @Thethe59188
27 Followers 2K Following
Dedee @Dedee1781062
25 Followers 2K Following
👄Iris @lyeqd6479jrbib
7 Followers 233 Following #BoJack_MeMe Launching Soon on the Eth network#BTC #BNB #Doge #Shib
Oolong @wulongcomputer
234 Followers 5K Following
Frank trading @Franktradinglog
21K Followers 1K Following A macro trader focused on global markets and commodities. All posts are NOT financial advice.
Serenity @aleabitoreddit
794K Followers 174 Following I only use X, beware of imposters. AI/Semi Supply Chain Analyst (白毛股神) ex. RISC-V FDN, AI research scientist; now trading unknown bottlenecks.
Javier Blas @JavierBlas
391K Followers 1K Following Energy and commodities columnist at Bloomberg. Co-author of the 'The World for Sale' Any views expressed are my own. [email protected]
Macro_Lin ｜ 市场�... @LinQingV
50K Followers 2K Following Ex-quant & PM｜AI chip design｜Semis × Capital Markets｜Not Financial Advice
kokycpcb @pcbanalysis
6K Followers 78 Following Senior PCB Industry analyst in Taiwan. Our team offers unmatched expertise in executing deep-dive, fundamental analysis of the global PCB supply chain.
Jianshuo Wang @jianshuo
9K Followers 1K Following 2002–2012 每日一篇 blog，写了十年；到今天写了 20 年。 AI、创业、和那些'原来如此'的瞬间。 百姓网创始人 · 公众号：王建硕 Aspen Institute / Edmund Hillary Foundation Fellow
Base @base
1.3M Followers 862 Following Where the world transactions onchain. Base is beginning to explore a network token.
GitLawb @gitlawb
28K Followers 89 Following The git layer for the AI-native internet. DIDs over accounts. Every commit signed agent or human.
Wall St Engine @wallstengine
157K Followers 827 Following Fast, accurate, consistent stock market news, earnings highlights & more. By Brillinsight. Not financial advice.
Theo - t3.gg @theo
342K Followers 4K Following Full time CEO @t3dotchat. Part time YouTuber, investor, and developer
Andras Bacsai @heyandras
24K Followers 496 Following Entrepreneur, 2 x dad, 💜 OSS & simplicity. - https://t.co/Y0QbQTCZYw - https://t.co/1yIqwrhq5j - https://t.co/dTVRXuN5Kf - Share your ideas worth building!
SemiAnalysis @SemiAnalysis_
100K Followers 27 Following
百年 AI×出海 @yidabuilds
15K Followers 410 Following NUS Data Science / Base 新加坡/ 跨境电商/ AI企业服务 30+出海站🌐 / 10天万粉 公开记录全过程：怎么做的、赚了多少、踩了什么坑 📊 合作：私信
antirez @antirez
65K Followers 786 Following Reproducible bugs are candies. I like programming too much for not liking automatic programming.
Alex_感知 @Alex_perception
44K Followers 879 Following YouTuber 用逻辑和独立思考发掘事物的本质 经济爱好者 认清客观事实 友善交流 拒绝情绪宣泄
Thinking Machines @thinkymachines
155K Followers 1 Following Thinking, beeping, and booping. @tinkerapi
Red Hat AI @RedHat_AI
11K Followers 2K Following Accelerating AI innovation with open platforms and community. The future of AI is open.
Astra @0xAstra
8K Followers 987 Following 正在打造 @GMWallet ｜GitHub Star全球前十(加密领域) HODL @PudgyPenguins #5103 加密交易用币安：https://t.co/gCvs8cb1ga OKX最合规交易所：https://t.co/Spvg2Or79R
Matt Pocock @mattpocockuk
285K Followers 784 Following I teach devs for a living. Author of Total TypeScript and AI Hero. Ex-@vercel. Used to be a voice coach.
Nikita | Scaling Post... @nikitabase
12K Followers 2K Following CEO @neondatabase. Best Postgres for developers and vibe coders.
Andrew Lamb @andrewlamb1111
4K Followers 84 Following Apache {DataFusion, Arrow} PMC, Database Engineer
The Year of the Graph @TheYotg
2K Followers 3 Following Keeping track of all things Graph Year over Year Graph #Analytics #AI #GraphDB #KnowledgeGraphs Newsletter, Report, Resources, News By @linked_do
xsser @xsser_w
2K Followers 2K Following pua skill author, A skill that puts your AI agent on a Performance Improvement Plan.
Drew Houston @drewhouston
511K Followers 1K Following Founder/CEO of Dropbox · Board of directors at Meta
Yifan Zhang @yifanzhang_
14K Followers 3K Following PhD at @Princeton University, Princeton AI Lab Fellow. RL & LLM Reasoning, Pretraining & Language Modeling. Prev @ Seed @Tsinghua_Uni
allthingsida @allthingsida
5K Followers 395 Following All things IDA, security, reverse engineering, programming, AI and more. Friend and fan of Hex-Rays but non-official.
Tintin🏃🏻♀�... @Tintinx2021
56K Followers 9K Following 用仓位验证自己的答案 / Join My Aster Fam: https://t.co/zsbXhhjJ4B
CMGS @CMGS1988
13K Followers 315 Following Blog https://t.co/volRyyWPp1 Author of https://t.co/cvLGe9DZ6A https://t.co/3inMhtUZrQ travel around china 33/34 travel around world 30/200 have enough money 100/100
Peter Pistorius @appfactory
5K Followers 2K Following AI Engineer. Building @RedwoodJS, https://t.co/uikv19oWwY, cmdcmd, https://t.co/sfOEdT9hqt, and Kindling (soon) Previously: Built @_snaplet.
Max Lv @m0d8ye
19K Followers 267 Following Chip Architect (2013-Present) | Bitcoin Enthusiast since 2011. Open source developer: https://t.co/fHv2ksd3xJ Views are my own.
Mathematica @mathemetica
38K Followers 810 Following Math isn't escape. It's the map through the madness.
Tom Turney @no_stp_on_snek
6K Followers 3K Following Christian. Husband. Father. Former Xoogler. Building TurboQuant+.
PrismML @PrismML
11K Followers 24 Following Centering AI research on efficiency. https://t.co/88MQHGCeFD
0xSero @0xSero
52K Followers 1K Following Dad | Open Source | Back to Pleroma | ⵣ https://t.co/aSLDkVhImo
MlgmXyysd🐱💕 @realMlgmXyysd
3K Followers 96 Following A cat, nya~｜Inner @MlgmXyysd｜https://t.co/xB1GClxlkz｜😘@cjybyjk @WanBin1010｜XDA Recognized Developer｜Programmer/Engineer/Coder/Tipster｜CisF (DSD)｜Bisexuality｜Geek Girl
Hugging Models @HuggingModels
50K Followers 29 Following We're sharing/showcasing best of @huggingface models. Follow to stay in loop. Promoting Open-Source models.
Tim Culverhouse @rockorager
3K Followers 107 Following Building @AmpCode Ghostty Terminal subsystem maintainer Author of TUI libraries in zig and go Don’t tell me something can’t be done
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Pi Changelog @PiChangelog
3K Followers 3 Following Unofficial Pi release updates creds @badlogicgamesYou might like
