𝙱𝚎𝚗

An new era programmer, RHCA. Love computer science!

[Tom Johnson @tomjohndesign]

I've gotten tired of dealing with local servers slowing down my laptop, so I built https://t.co/NR1BAHZRwG to:

- see what local servers are running
- how long they've been running
- their resource use
- notify me if one spikes
- auto-kill old servers
- give easy ways to launch the local urls
- add shortcuts to the @vercel preview url, or Codex/CCode sessions that created it, and shortcuts to resume in my terminal of choice
- charts to see spikes (of course)

Open source, totally free

[Atta 🐬 @attacomsian]

Introducing Vitals for Mac 

The Activity Monitor alternative that thinks in apps, not processes.

$5 for a lifetime license. 38 left.

> https://t.co/8dXVW5Dqau

[Rahul @sairahul1]

this is f**king insane

I cancelled my $200/mo Claude for this

GPT-6 Luna is basically free and someone figured out how to never hit limits on Codex

[it takes 4 mins to set up, here is how]

1. open Codex settings
2. paste the config below
3. never hit a usage limit again

save this and paste it into Codex now.

[K2S @k2sbhai]

ChatGPT Web is now inside Codex 😲

this open-source project has already crossed 2.7k stars

instead of using a separate workflow, it lets you use ChatGPT Web models directly from Codex's model picker

what you get:

- GPT-5.6 Pro for eligible accounts
- free Luna access
- ChatGPT Web quota
- Codex tools + context
- images, streaming and reasoning
- open-source + MIT licensed

getting started:

1. go to https://t.co/lmOkNfQsk3
2. install the launcher
3. sign in with your ChatGPT account
4. run the browser checks
5. install the models
6. restart Codex and select ChatGPT Web

the interesting part?

you can keep using Codex normally while routing the selected model through ChatGPT Web

no separate API key for the ChatGPT model

2.7k+ stars and still actively updated

worth checking if you already use Codex and want to experiment with ChatGPT Web models

[𝙱𝚎𝚗 @BenWanlin]

@adamhfry The recent redesign over the past month has resulted in a significantly different user experience. There are temporary chat sessions and regular chat sessions. Sometimes, during regular chat, it prompts me to enter work mode.
Chat sessions disappears and nowhere to find.

[Hux @huxlab]

这28分钟视频直接把我点醒了。

Anthropic工程师说得很清楚：

“你不需要更好的提示词。你需要的是图工程：持久的记忆，这样你的代理永远不会忘记任何事情。”

他完整演示了Anthropic内部到底怎么搭agent、怎么组织工作流。

不是那种堆prompt的玩法，而是真正把记忆做成持久图谱，任务之间能互相引用、互相纠错。

比市面上那些收费agent课强太多了。

强烈建议存下来反复看。

[Google Workspace @GoogleWorkspace]

Available today, Gemini in Google Slides allows you to generate on-brand presentations in minutes using your own Google Docs, Sheets, and PDFs as context. Plus, every single element remains 100% editable.

👉 Head to https://t.co/zYWlHMijP2 to try it out

[David Ondrej @DavidOndrej1]

this AI model has zero guardrails

SuperGemma 26B, fully uncensored, running locally on my machine

let me show you how to set it up

[Hux @huxlab]

Anthropic 刚刚发布了一门关于 Loop Engineering 的免费课程，推荐学习。 https://t.co/JmEimKECNj

[Google Antigravity @antigravity]

We’ve built a new way to ship software: Agent Teams in Antigravity.

Just run /teamwork-preview to spin up a dynamic team of specialized subagents. They coordinate in the background to plan, build, and verify complex engineering tasks in parallel.

[Xuan Huang · 黄玄 @Huxpro]

KealanAU (GitHub) implemented Event Modifier for Vue Lynx, a feature that I didn’t even know existed. 😂

#VueLynx : @Vuejs on @LynxJS_org

[Claude @claudeai]

Microsoft 365 connectors are now available on every Claude plan.

Connect Outlook, OneDrive, and SharePoint to bring your email, docs, and files into the conversation.

Get started here: https://t.co/EdoQeT8BBN

[AYi @AYi_AInotes]

好不容易翻墙出来不要只看片，多看英推优质信息源，看不大懂阿绎给你翻译拆解系列04（中英字幕）：

damn，51分钟，老哥把Claude Cowork讲的太细太透了，
都给我收藏起来！靠这套设置Claude Cowork从聊天机器人秒变你的AI参谋长！

很多人打开Claude Cowork，敲完问题只得到一堆泛泛的回复，总觉得是AI不够好用，却从来没怀疑过是自己的打开方式从根上就错了😅

这条视频把Claude Cowork的正确用法，拆得明明白白。
Cowork从来不是一个更高级的聊天框，你只给它一个问题，它就只能给你通用的答案。

它需要先完整认识你，才能真正帮到你。

你是谁，你的工作模式，正在推进的项目，团队的状况，当前的优先级，这些信息给足了，它才能从一个通用工具，变成和你无缝衔接的AI参谋长。

这套能落地的系统，核心分为三个层面。
第一层是全局指令：写清楚你的身份、工作方式，还有你给Claude划定的边界。

第二层是连接器：打通Slack、Gmail、谷歌日历、Notion这些你日常在用的工具，让它能接入你的真实工作流。

第三层是电脑里的文件夹体系：这是Claude的长期记忆库，三者结合，它才能真正成为你的私人工作伙伴。

真正能拉开差距的，是技能模块的搭建。
每个技能都是一个markdown文件，精准告诉Claude该怎么做好一件具体的事，写工作简报，做决策指导，做项目复盘，都能做成独立的技能。每个技能都有专属的文件夹，放好相关的背景资料、案例范本和成功标准，它就能一次做对，不用你反复教。

视频里现场搭建了三个核心技能，每一个都能直接照搬。
第一个是CEO决策教练，
输入你的业务背景、领导风格和公司目标，再抛出具体的决策问题，它就能给出完整的利弊分析、衍生影响和风险评估，帮你把决策想的更周全。

第二个是多方智囊团系统，
设置好执行者、质疑者、客户代言人、财务伙伴、法务风控顾问五个角色，输入待决议题，每个角色会独立给出评估，再由主智能体整合反馈，等于随时能开一场专属董事会。
第三个是思想领导力内容生产线，
从选题评分、创意捕捉、发布节奏到语气校准，全基于你的专业领域和受众特征搭建，从灵感到成稿，全程不用你反复打磨细节。

整套系统的核心纽带，是工作区导航图。
这份顶层文件会告诉Claude，
你的整个设置体系是什么样的，文件夹怎么分布，
技能在哪里，该怎么调用。没有它，
Claude要到处搜寻信息，
有了它，就能直击目标，精准完成任务。

更难得的是，这套配置是完全可移植的。
整个文件夹体系，在Cowork、Claude Code和Codex里都能用，推送到私人GitHub仓库后，手机端的Claude Code能随时访问，也能通过Claude Dispatch直接调用。

它还能无限复制，你只要选一个自己的高频任务，创建文件夹，搭建技能模块，添加正反案例，测试优化，就能完成一个技能的搭建，每做好一个，就等于招了一个过目不忘、不用重复培训的专属员工。

AI工具的进化速度越来越快，
现在花时间搭建好这套系统的人，
未来会拿到十倍的优势。

我给这条视频做了完整的中文字幕版，
从零到一的搭建过程全拆解，看完就能直接上手。
链接放在评论区，收藏起来，
别再把Cowork当成普通聊天框用了！

[Google @Google]

Introducing a new upgraded vibe coding experience in @GoogleAIStudio.

You can now turn any idea into functional, production ready apps. Build multiplayer games, collaborative tools, apps with secure log-ins and more.

[Google AI @GoogleAI]

We’re launching a brand new, full-stack vibe coding experience in @GoogleAIStudio, made possible by integrations with the @Antigravity coding agent and @Firebase backends.

This unlocks:

— Full-stack multiplayer experiences: Create complex, multiplayer apps with fully-featured UIs and backends directly within AI Studio

— Connection to real-world services: Build applications that connect to live data sources, databases, or payment processors and the Antigravity agent will securely store your API credentials for you

— A smarter agent that works even when you don't: By maintaining a deeper understanding of your project structure and chat history, the agent can execute multi-step code edits from simpler prompts. It also remembers where you left off and completes your tasks while you’re away, so you can seamlessly resume your builds from anywhere

— Configuration of database connections and authentication flows: Add Firebase integration to provision Cloud Firestore for databases and Firebase authentication for secure sign-in

This demo displays what can be built in the new vibe coding experience in AI Studio. Geoseeker is a full-stack application that manages real-time multiplayer states, compass-based logic, and an external API integration with @GoogleMaps 🕹️

[Google Cloud Tech @GoogleCloudTech]

https://t.co/ceIsSwb1cn

[Google for Developers @googledevs]

Introducing the Developer’s Guide to AI Agent Protocols.

Stop writing custom integration glue for every tool, API, and frontend. We used Google Agent Development Kit to build a B2B agent that handles the full stack using 6 open standards: MCP, A2A, UCP, AP2, A2UI, and AG-UI

The future of agents is interoperable.

Read the full technical guide here: https://t.co/WSu2HDI0R7

[Google Labs @GoogleLabs]

Introducing the new @stitchbygoogle, Google’s vibe design platform that transforms natural language into high-fidelity designs in one seamless flow.

🎨Create with a smarter design agent: Describe a new business concept or app vision and see it take shape on an AI-native canvas.
⚡️ Iterate quickly: Stitch screens together into interactive prototypes and manage your brand with a portable design system.
🎤 Collaborate with voice: Use hands-free voice interactions to update layouts and explore new variations in real-time.

Try it now (Age 18+ only. Currently available in English and in countries where Gemini is supported.) → https://t.co/pmT9iHEpZa

[Justine Moore @venturetwins]

Vibe design is here ✨

I got early access to Stitch from @GoogleDeepMind and was blown away - it's like partnering with a pro designer.

Start with a simple prompt for a mobile or Web UI and iterate through to a clickable prototype (and code!).

Watch me make "Finn's Fudge" 👇

[Ben Dicken @BenjDicken]

This is why you avoid direct connections to Postgres.

Benchmarked PG running on a r8g.2xlarge (8 vCPU + 64GB ram) with connections ranging from 8 → 2048. Clearly a sweet spot at 64 with degrading perf thereafter.

Apps often need 1000s of connections. Scale with a proxy!