AI不在电脑里打工 | My AI Lab Lives in the Cloud

不用买 VPS，也不用让 M2 电脑熬夜加班：让 AI 写代码，Codespaces 提供云端工作区，Tailscale 把机器安全串起来，GPU 偶尔负责重活，最后把成品丢进免费主机长期展示。唯一的小脾气是免费资源都有额度，但钱包可以继续保持安静。

Your M2 Mac can finally stop doing all the heavy lifting. AI writes the code, Codespaces provides the cloud workspace, Tailscale connects everything privately, a free GPU handles the occasional heavy job, and TinkerHost keeps the finished site online. Free clouds have limits, but at least your wallet gets a nap.


实操案例


这个例子做的是一个“免费 AI 实验室展示站”：AI 在云端帮你写一个简单网站，Codespaces 负责开发，Tailscale 提供私网连接，免费 GPU 做一次 AI 推理实验，最后把网站发布到 TinkerHost。/This example builds a “Free AI Lab” website: AI helps write it in the cloud, Codespaces provides the workspace, Tailscale provides private connectivity, a free GPU runs one AI inference experiment, and TinkerHost publishes the final site.


1. 准备免费账号/Create the free accounts


准备一个 GitHub、Tailscale、MonkeyCode 和 TinkerHost 账号，全部先使用免费方案。/Create GitHub, Tailscale, MonkeyCode, and TinkerHost accounts and start with their free plans.


2. 创建 GitHub 项目/Create the GitHub project


在 GitHub 新建一个公开仓库，例如 free-ai-lab，把网站代码全部放进去。/Create a public GitHub repository such as free-ai-lab and keep all website code there.


3. 用 MonkeyCode 写第一版/Build the first version with MonkeyCode


打开 MonkeyCode 在线环境，让 AI 生成一个只有 HTML、CSS 和 JavaScript 的个人 AI Lab 展示页。/Open MonkeyCode Online and ask the AI to create a personal AI Lab page using only HTML, CSS, and JavaScript.


4. 把代码放进 GitHub/Push the code to GitHub


检查页面后把代码提交到 GitHub，让 GitHub 成为这个小项目唯一的代码仓库。/Review the page and push it to GitHub so GitHub becomes the single source of truth for the project.


5. 启动 Codespaces/Start Codespaces


在 GitHub 仓库中创建 Codespace，让浏览器直接进入 Linux 开发环境，不需要在 M2 上安装 Node 或 Python。/Create a Codespace from the repository and enter a Linux development environment in the browser without installing Node or Python on the M2.


6. 用 Codespaces 测试网站/Test the website in Codespaces


在 Codespaces 中启动本地 Web Server，打开 GitHub 提供的预览地址确认页面正常运行。/Start a local web server inside Codespaces and use its preview address to verify that the page works.


7. 加入 Tailscale/Connect Tailscale


把官方 Tailscale Codespace Feature 加入 devcontainer 配置，让这个临时开发环境可以进入自己的私有网络。/Add the official Tailscale Codespace Feature to the devcontainer configuration so the temporary development environment can join your private network.


8. 从 Mac 私下访问云端环境/Access the cloud workspace privately


在 M2 上安装 Tailscale 并登录同一个账号，然后通过 Tailscale 网络访问需要私下测试的服务。/Install Tailscale on the M2 and sign in to the same account, then access private test services through the Tailscale network.


9. 准备一次 GPU 实验/Prepare one GPU experiment


使用一个当前有免费额度的 GPU 云环境运行一个小型公开模型推理实验，不把 GPU 当成永久 VPS。/Use a GPU cloud service with an available free allowance for one small public-model inference experiment instead of treating the GPU as a permanent VPS.


10. 运行简单 AI 推理/Run a simple AI inference


选择一个小型模型完成一次文本生成或图片分类，把结果保存成项目中的 JSON 或 Markdown 文件。/Run one small text-generation or image-classification task and save the result as a JSON or Markdown file in the project.


11. 让 GPU 用完就停/Stop the GPU when finished


实验结束立即停止 GPU 环境，因为免费 GPU 的容量和额度都不是永久保证。/Stop the GPU environment immediately after the experiment because free GPU capacity and quotas are not guaranteed.


12. 把实验结果放进网站/Add the result to the website


让 MonkeyCode 或 Codespaces 把 GPU 实验结果整理成一个简单的“AI Experiment”页面。/Use MonkeyCode or Codespaces to turn the GPU experiment result into a simple “AI Experiment” page.


13. 发布到 TinkerHost/Publish on TinkerHost


在 TinkerHost 创建免费 Web Hosting，上传最终 HTML、CSS 和 JavaScript 文件。/Create free Web Hosting on TinkerHost and upload the final HTML, CSS, and JavaScript files.


14. 启用免费 SSL/Enable free SSL


使用 TinkerHost 提供的免费 SSL 和免费子域名，让网站直接通过 HTTPS 打开。/Use TinkerHost’s free SSL and free subdomain so the website opens over HTTPS.


15. 把最终架构串起来/Connect the final architecture


最终结构就是 MonkeyCode 写代码，GitHub 保存代码，Codespaces 云端开发，Tailscale 私网连接，GPU 云偶尔做重计算，TinkerHost 长期展示成品。/The final architecture is MonkeyCode for coding, GitHub for source control, Codespaces for cloud development, Tailscale for private networking, a GPU cloud for occasional heavy computation, and TinkerHost for long-term hosting.


16. 让 M2 回归轻松生活/Let the M2 relax


以后 MacBook M2 主要负责浏览器、Git 和控制操作，真正需要大量 CPU 或 GPU 的任务再交给云端。/From then on, the MacBook M2 mainly handles the browser, Git, and control tasks while heavier CPU or GPU work moves to the cloud.


最终效果


你最终得到的不是“一台所谓永久免费超级 VPS”，而是一套更实用的免费云端工作流：AI 写代码、云端开发、私网访问、GPU 实验和免费网页托管各司其职。/Instead of a mythical permanent super-VPS, you end up with a practical free cloud workflow where AI coding, cloud development, private networking, GPU experiments, and web hosting each do the job they are actually designed for.


相关链接 Related Links

https://monkeycode-ai.net/

https://monkeycode-ai.com/

https://github.com/chaitin/MonkeyCode

https://monkeycode.docs.baizhi.cloud/

https://www.freecloud.ltd/

https://web.freecloud.ltd/

https://tailscale.com/

https://tailscale.com/pricing

https://tailscale.com/kb/1017/install/

https://github.com/tailscale/codespace

https://github.com/tailscale/codespace

https://github.com/

https://docs.github.com/en/codespaces

https://docs.github.com/en/billing/concepts/product-billing/github-codespaces

https://docs.github.com/en/actions/concepts/billing-and-usage

https://tinkerhost.net/

https://tinkerhost.net/free

https://tinkerhost.net/legal/friendly-tos

评论

发表评论

爽文共赏/Popular Posts

5分钟拿下原生IP + 免费节点 手残变大佬 | From Noob to Pro in 5 Minutes: 10 Real IPs + Daily Fresh Free Nodes

图片
原生IP，纯净度天花板！风险几乎为零，帮你轻松拿下那些风控超严的账号，像开了“绿色通行证”一样稳！ Native IPs are the holy grail of purity—super low risk, effortlessly passing strict account checks like a VIP pass! 相关链接(related links): https://scamalytics.com/ https://tempail.com/ https://www.ip2free.com/cn https://github.com/chengaopan/AutoMergePublicNodes 每日节点自动更新，黑科技拉满！效率直接飙到顶，从此告别手动折腾，爽到飞起！ Auto-updated public nodes, powered by next-gen tech! Boost your efficiency to the max and ditch manual hassle. It’s a total game-changer!  相关链接(related links): https://github.com/chengaopan/AutoMergePublicNodes
阅读全文

免费节点无限续？OneBox+subs-check，付费党沉默了 | Free Nodes Never Die? OneBox + subs-check, Paid Users Left Speechless

图片
不花一分钱，节点多到删不完，气哭付费党 | Why pay 50 bucks when nodes grow on trees? 先说OneBox，这小东西轻量得让我心动。 它专吃Sing-Box内核（对，就是那个歌坛），配置简单到离谱：丢一个订阅链接进去，点启动，节点就飞起来了。 First up, OneBox—this thing is so tiny it gives me butterflies. It runs purely on Sing-Box core (yeah, call it “song arena”), and setup is embarrassingly easy: drop one subscription link, hit start, and you’re soaring. 相关链接(related links): https://github.com/OneOhCloud/OneBox https://sub-eta.vercel.app/ (邀请链接)https://ikuuu.nl/auth/register?code=dYbg Subs-check：节点永动机, 比 AutoMergePublicNodes 强 10 倍的宝藏！ 自动搜资源、测速测活、去重提纯，节点多到像星星～ 还能定时更新，设置好直接躺平，节点取之不尽用之不竭！ ⚠️ 避坑：release 版第一次运行先关再开，配置文件才生效哦～ Subs-check: Node Perpetual Machine, 10x better than AutoMergePublicNodes! Auto-search resources, speed test, remove duplicates—nodes are endless like stars～ Supports scheduled updates, set it and forget it, unlimited nodes forever! ⚠️ Tip: For release version, run once, close, then restart to generate config file! 相关链接(related links): https://github.com/chengaopan/...
阅读全文

一口气搭好！Cloudflare融合Railway与Galaxy打造纯净原生免费VPS | Build a Pure Free VPS with Cloudflare + Railway + Galaxy in One Go

图片
免费VPS原生IP不限流量 | Free VPS with Real IP & Unlimited Data 玩转原生 IP VPS 的思路其实很简单： 先在 Cloudflare 上开一条隧道，然后把你的 GitHub 仓库 部署到 Railway 或者 Galaxy 这两个免费服务器上。 一旦跑起来，服务器就会和 Cloudflare 隧道联手出击，两个 VPS 就这样稳稳地上线啦！ Here’s the big idea behind a native-IP VPS setup — and trust me, it’s way less scary than it sounds: First, spin up a Cloudflare Tunnel (your secret underground pipeline). Then drop your GitHub repo into Railway or Galaxy — yes, the free servers! Once they’re running, your server teams up with the Cloudflare Tunnel like a dynamic duo. Boom — you’ve got two VPS instances up and running, each doing its thing like bosses. 以下是相关的链接/Related links: 免费UUID/Free UUID https://www.uuidgenerator.net/ 免费代码混淆/Free code obfuscation https://obfuscator.io/legacy-playground 检查IP欺诈值/Check IP fraud score https://scamalytics.com/ 检查IP纯净度/Check IP cleanliness https://www.ping0.cc/ 免费虚拟人物信息/Free virtual identity info https://www.shenfendaquan.com/ Railway官网以及相应的github仓库/Railway official website and correspondin...
阅读全文

3 Steps to AI Video Fame✨WebSocket+Copilot Auto-Update, Newbies Win Too | 3 步 AI 视频封神✨WebSocket+Copilot 自动更，小白也能卷赢

图片
Granite Runs Locally + OpenCV Generates Videos, Real-Time Sync Latest Version, Easy for Anyone! | Granite 本地跑 + OpenCV 生视频，实时同步最新版，有手就会！ Content creators going crazy over human-centric videos🤯 Scriptwriting fries your brain, editing cramps your hands, and you can never keep up with tool updates? Lifesaver! These 3 steps string 4 techs into a foolproof workflow—auto-pull latest version, easy for anyone, no coding needed～ 🤖 Step 1: Call Copilot’s new BFF Mico for help!🫶 Microsoft’s 12 major updates are no joke. Type “Write a makeup review human video script”, Mico auto-syncs the latest compliance template and directly calls IBM Granite 4.0 Nano—this lightweight open-source model is amazing! No downloads, no heavy computing, runs locally in your browser, auto-verifies script logic, and even optimizes “speech rhythm”. Newbies will scream “Wow”! 🔌 Step 2: Enable WebSocket real-time boost!📡 Don’t think it’s only for programmers～ Copy-paste ready-made config to link Copilot, Granite, and...
阅读全文

Stop Note-Taking Pain—AI One-Click, Efficiency Skyrockets | 别再苦抄笔记！用AI一键效率爆表💥

图片
One prompt = hard work gone!  | 一个提示词，代替你爆肝！🤯 Tired of drowning in notes, reports, and feedback? Fear not! With DeepSeek-OCR , Codex , and Strella AI Interviews , you’ll build a smart note-taking app and run your life like a pro. 📸 1. DeepSeek-OCR — Turns Text into Images, 10x Compression Magic! Tons of PDFs crashing your LLM? DeepSeek flips logic—treats text as images, 512×512 visual tokens, 10x compression, 97% accuracy. 100 pages done in seconds, no token meltdown! 💻 2. Codex — Code Faster Than Coffee Works! Say: “Build me an AI app to analyze notes.” Codex: “Got it!” — spits out TypeScript+React, pushes to GitHub! Free version fine, paid one godlike. 3 monthes’ project? Done in four days. 🧠 3. Strella AI Interviews — AI Does Your User Research! Zoom-like interviews, auto-follow-ups, live screen share, honest feedback, instant charts. No dropouts, 100% completion. ✨Example: Jane uses DeepSeek to compress notes → Codex to build an app → Strella to collect feedback. In 3 days...
阅读全文

Game-Changing! Get AI Parenting+Math Enlightenment for Free | 0成本get AI育儿+数学启蒙双buff，躺赢养娃

图片
Bye-bye expensive tutoring! AI tutor makes kids beg for math practice—who gets it? | 烧钱补习班退退退！AI私教让娃追着学数学，老母亲狂喜 Moms with math-resistant kids, gather ‘round! Stop being a cash cow for tutoring centers! Pressured to pay tens of thousands, but your kid zones out in class and workbooks stay untouched? After building the "portable math AI tutor" closed loop with Opus 4.5+Flux.2+Gemini 3+Telegram, I realized: Parenting doesn't need exhaustion! Zero cost, zero code—done in 1 hour! All my mom friends are copying this! Core Highlights: 4 AI tools collaborate—just copy-paste commands, no professional skills needed. Opus 4.5 for scripts, Flux.2 for illustrations, Gemini 3 for coding, Telegram for interaction. One set, all done! Step1: Opus 4.5 for scripts, copy command (replace X and knowledge point): "Write an RPG adventure question bank script for grade X students, integrate [XX knowledge point] into levels, 3 increasing-difficulty questions per level with simple dialogues...
阅读全文