xhm

[xhm @lldxhm]

@hAru_mAki_ch どこが良いのでしょうか？Claude Coworkのようなものですか？

[Trending GitHub Repositories @trending_repos]

Trending repository of the day 📈

computer

Give your agent a computer 👾

Last 24h: 2,802 ⭐
Total: 5,220 ⭐️
https://t.co/Tb0Nw4F8rI

[AIGCLINK @aigclink]

AI销售员工来了，有人开源了ai-sales-team-claude：把一整个AI销售团队塞进了Claude Code

它由14个skill + 5个并行agent组成：

1、/sales quick 60 秒快照；/sales research 公司调研与画像
2、/sales qualify 用 BANT + MEDDIC 给线索打分
3、/sales contacts 找决策人；/sales icp 建理想客户画像
4、/sales outreach / followup 生成冷启和跟进邮件序列
5、/sales prep 会前简报；/sales proposal 客户提案；/sales objections 异议应对手册
6、/sales competitors 竞品情报；/sales report / report-pdf 出管道报告

架构是三层：
～一个编排 skill 把命令路由到 13 个子 skill
～旗舰的 prospect 命令起 5 个专职 agent 并行跑
～最后聚合打分。

对于想快速自己搭个销售流程骨架、且接受"分数只是参考"的个人开发者或小团队，跟之前聊过的marketingskills（47 个营销 skill）很像，都是把一个职能打包成 skill 库。
#AI销售 #ClaudeCode #agentskills #GTM #开源

[智享 @CycleDecoded]

一个彻底开源的电子签署和在线合同工具。不用再给第三方平台按份交钱，本地一条命令部署，数据全在你手里。

数据：GitHub 狂揽 18k+ Stars，采用 AGPL-3.0 开源协议。

🔥 核心卖点：

拖拽式 PDF 签名域设计，跟付费软件体验毫无区别

支持多方顺序/并行签署，自动发送 SMTP 提醒邮件

内置完整审计追踪（Audit Trail），符合电子签名合法合规要求

支持 S3/Google Cloud/本地存储，自己的合规数据不经过别人服务器

提供 SDK 和 Webhook，三行代码直接嵌入你自己的 Web/App

🔗 传送门：
https://t.co/akOyPJV7Yf

[Gustavo Caetano @gustavocaetano]

Just shipped HermesOffice — an open-source office suite (Word, Sheets, Slides, PDF) where the AI is a real agent running 100% on your machine.

No cloud account. No third-party proxy. The assistant that edits your documents is the same agent that knows your files, your memory, your tools.

Built on the excellent GenOffice engine (Apache-2.0), forked and rebranded. → https://t.co/eZsenv9dwZ

@Teknium @NousResearch

[Lonely @Lonely__MH]

🎉 重磅！赛博菩萨 Cloudflare 又又又放大招！

Cloudflare 开源 Cloudflare OS：面向企业的开放式 AI 代理与工作空间平台

产品定位：
Cloudflare OS 是一个将 AI 代理与企业内部生态深度结合的系统。它允许非技术员工通过自然语言，在浏览器中调动公司的专属知识库、业务流程和后台系统，从而自动化完成日常工作

通俗点说，有了 Cloudflare OS：
👉 它是懂公司的 AI：注入了你们公司的专业术语、标准流程和知识库

👉 它是能干活的 AI：你可以直接对它说：“帮我查一下上个月的 bug 数据，做个可视化看板。” 它就会自己去后台调数据，直接在网页里给你把这个看板 App 活生生地做出来

👉 它是安全的 AI：严格遵循权限管理。AI 看了敏感数据，就会把权限带进生成的文档里，没权限的同事绝对看不到，老板再也不用担心 API 密钥和数据泄露

而且，它今天开源了！任何公司都可以免费部署一套属于自己的！

赛博菩萨，名不虚传！🙏🏻

[xhm @lldxhm]

@AISuperDomain workbuddy 都做不明白，还指望开源能有啥好的

[CyrilXBT @cyrilXBT]

This is F*cking gold

andrej karpathy joined anthropic to lead a team using claude to accelerate its own pretraining research, teaching claude to help build the next version of itself.

that's real, confirmed directly. the "two anthropic seniors made his loop 1000x better with graph engineering" claim is not something i can verify anywhere, and i'm not going to invent a personal testimonial to make it sound more credible than it is.

what is genuinely worth reading: anthropic's own published claude cookbook on knowledge graph construction, extract, resolve, assemble, query, real and public, no leaked breakthrough required.

read that, then check the article below.

[xhm @lldxhm]

I just reserved my Cloudflare Wallet tag: https://t.co/RVT16rgYBV.

Reserve yours now at https://t.co/smsOwgaJ16

[lifcc @mylifcc]

绝了！Cloudflare直接把Kimi和GLM这两大顶级开源模型优化到起飞！
又快又便宜，精度还不掉！中国模型出海部署直接降维打击！ 技术党速看这篇神文

[智享 @CycleDecoded]

搞 AI 向量数据库和 RAG 的兄弟们可以少走半年弯路了！

GitHub 上爆火的这个项目，直接把“实时数据 + 向量检索 + LLM 管道”给合体了，写 30 行 Python 代码就能秒搭一个企业级 RAG 系统，完全不用去搞各种复杂的向量数据库配置！

这是 Pathway 团队开源的 llm-app（GitHub 斩获 5.9 万+ Stars，MIT 协议开源）。它最离谱的地方在于“全自动实时同步”——你的 Google Drive、SharePoint、S3 或数据库里文件一改，AI 知识库瞬间自动刷新，根本不需要手动重新跑嵌入或者手动触发同步！

🎯 核心杀手锏：

零向量库门槛：内置内存向量索引，不依赖 Pinecone 等第三方服务，几行代码跑通。

实时热更新数据：完美对接 Kafka、PostgreSQL、SharePoint，源头数据变了 AI 马上知道。

开箱即用云模板：预置大量 RAG 与企业搜索模板，直接打成 Docker 镜像就能上线。

商业无忧：采用 MIT 宽松协议，不管是自己玩还是做公司商业项目都能随意搞。

还在等啥，自己去看。

🔗 传送门：https://t.co/C2uOviLjco

[xhm @lldxhm]

@realNyarime 应该跟诈骗号码和骚扰电话有关吧

[Aykut ÜÇEŞ @Aykutuces]

MCP protokolü bugün en büyük güncellemesini aldı. Kimse ne olduğunu tam anlamadı ama bu tarih değiştiren tarafta.

Eski MCP: her session'ın state'ini serverda tutmak lazımdı. Yani serverless çalışmıyor, edge'e atamıyor, load balancer arkasına sticky session'la bağlıyordun. Enterprise için can sıkıcı, indie geliştirici için pahalı.

Yeni MCP: stateless. Artık server'ı Cloudflare Workers'a, Vercel Edge'e, tek satır YAML ile Kubernetes cluster'a atıyorsun. Load balancer round-robin, sonsuz yatay scale.

Üstüne üç yeni katman geldi:

> MCP Apps: agent'ın kendi UI'ını sandbox iframe içinde render ediyor
> Tasks: uzun süren async operasyonlar
> Enterprise Managed Auth: identity provider'dan merkezi erişim kontrolü

MCP artık sadece "AI'ın USB-C'si" değil. Server'ı stateless, UI'ı render eder, uzun task'ları arka planda çalıştırır, SSO ile enterprise kilidini açar.

Yani her AI agent artık aslında bir mini SaaS platformu.

Vibe coder'ın hayali gerçek oldu: bir prompt yaz, agent hem hesabı hem UI'ı hem auth'u tek başına kurar.

Kaydet, 2026'nın en önemli teknik hamlelerinden biriydi.

[Neha Kalani @thericebowlgirl]

quick update on how this is going: they have gone back to linear because maintaining their internal tool that they vibecoded was taking away from their actual work’s bandwidth.

[Orange AI @oran_ge]

3月，他们开发了自己的 JIRA，完全抛弃了买来的项目 SaaS 软件，又好用，功能又多！开发者甚至只是个 QA 主管。
7月，他们已经重新回到 Linear，因为内部工具的维护成本占用了实际工作的精力。
一个东西很好开发，并不代表它就值得被开发出来。
Vibe Coding 的特点就是，开发第一版非常容易，维护起来非常难。

[Elon Musk @elonmusk]

Next month, every line of code touching the 𝕏 system will be open source and third-party audited.

Only total transparency deserves trust.

[xhm @lldxhm]

@tuturetom 这年头还有人写 ppt?

[Vince 聊开发 @vincemask]

别再把一份庞大的 Spec 直接丢给 Agent 了。

更合适的做法，是按生命周期拆开：

1、需求放工单系统
2、架构决策写进 ADR（架构决策记录）
3、实施计划用完就删
4、验收标准直接写成集成测试

[iPaul @iPaulCanada]

2026世界人工智能大会，某科技公司展示的跨时代教具--AI黑板

[Daniel Lemire @lemire]

When processing text for large language models, you must first tokenize the text before mapping it to vectors.

Marcel got in touch with me months ago. He wanted to make it faster. I told him I had tokenizers on my todo but had not done anything with it. He proceeded to seemingly crack the problem.

Happy to see he got good results.

You’d think I could just get AI agents to work on all my clever ideas… but no. Human understanding is still a key bottleneck.

So let us build collectively. There is so much to do.