惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

WordPress大学
WordPress大学
T
The Blog of Author Tim Ferriss
V
V2EX
T
Tailwind CSS Blog
N
News | PayPal Newsroom
The Cloudflare Blog
Martin Fowler
Martin Fowler
大猫的无限游戏
大猫的无限游戏
C
Cyber Attacks, Cyber Crime and Cyber Security
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
I
InfoQ
V
Vulnerabilities – Threatpost
Apple Machine Learning Research
Apple Machine Learning Research
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
酷 壳 – CoolShell
酷 壳 – CoolShell
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
T
Threat Research - Cisco Blogs
云风的 BLOG
云风的 BLOG
阮一峰的网络日志
阮一峰的网络日志
T
Threatpost
U
Unit 42
T
The Exploit Database - CXSecurity.com
I
Intezer
爱范儿
爱范儿
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
博客园 - Franky
Spread Privacy
Spread Privacy
A
Arctic Wolf
Microsoft Azure Blog
Microsoft Azure Blog
罗磊的独立博客
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
H
Hackread – Cybersecurity News, Data Breaches, AI and More
N
News and Events Feed by Topic
Google Online Security Blog
Google Online Security Blog
Hacker News - Newest:
Hacker News - Newest: "LLM"
Recorded Future
Recorded Future
The Register - Security
The Register - Security
Y
Y Combinator Blog
M
MIT News - Artificial intelligence
H
Help Net Security
Schneier on Security
Schneier on Security
P
Proofpoint News Feed
W
WeLiveSecurity
The Last Watchdog
The Last Watchdog
K
Kaspersky official blog
C
Check Point Blog
小众软件
小众软件
A
About on SuperTechFans
博客园 - 【当耐特】
IT之家
IT之家

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
What if your OS could think?
Canaddons · 2026-04-29 · via DEV Community

I Built an Entire Operating System That Runs in Your Browser — And Its AI Can Rewrite Its Own Code. NexusOS is a fully autonomous AI operating system with 49 apps, a self-healing kernel, and an AI engine that can build new applications from natural language. 100% open source.

What if your OS could think?
Not "think" like a chatbot that generates text.

Think like an entity that can:

See every file on your system
Open, close, and rearrange your applications
Build an entirely new app when you describe what you need
Detect when something crashes... and rewrite its own code to fix it
I've been building this for the past few months. It's called NexusOS, and it runs entirely in your browser.

Yes, that's a full desktop environment. In a browser tab.

Why I Built This
Every "AI-powered" tool I've used follows the same tired pattern:

App exists
Chatbot gets bolted on
Marketing calls it "AI-native"
But the AI can't do anything. It can answer questions. It can't open your file explorer. It can't build a calculator when you need one. It can't notice that your terminal crashed and fix the bug.

I wanted an OS where the AI is the kernel — not a feature.

The Architecture (for the nerds 🤓)
NexusOS is built with:

React 19 + TypeScript — Full component architecture
Vite — Sub-second hot reload
Zustand — State management for the entire OS state (windows, filesystem, processes)
Wllama/GGUF — Local AI inference. No cloud. No API keys required.
Virtual File System — POSIX-like VFS with permissions, symlinks, and undo/redo
The DAEMON Engine
At the heart of NexusOS lives DAEMON — an autonomous intelligence engine woven directly into the kernel.

DAEMON doesn't just respond to prompts. It has a set of 21 OS-level actions it can execute:

OS::OPEN_APP:calculator → Opens the calculator
OS::WRITE_FILE:/home/readme.md → Creates a file
OS::BUILD_APP:{...} → Builds an ENTIRE new React app
OS::SET_WALLPAPER:nebula → Changes the wallpaper
OS::NOTIFY:Build complete → Sends a system notification
When you talk to DAEMON, it doesn't just chat. It acts.

Token-Efficient Context Engine
One of the hardest problems was making AI work with small local models (1-3B parameters). Our solution: a 3-tier adaptive manifest that dynamically adjusts context injection based on query complexity:

Tier When Tokens
Minimal "hello, how are you?" ~80
Standard "open the settings" ~300
Full "build me a todo app" ~500
Compare that to the 3,500+ tokens most AI tools inject per request. We achieved a 75-98% reduction.

This means NexusOS runs smoothly on a Llama 3.2 1B model. On your laptop. No GPU required.

49 Built-In Applications
This isn't a proof of concept with 3 demo apps. NexusOS ships with 49 fully functional applications:

Start Menu

Here's a partial list:

Category Apps
AI & Dev HyperIDE, Neural Forge, DAEMON Chat, Terminal, Model Manager
System Settings, File Explorer, Task Manager, Device Manager, Dashboard
Productivity Notepad, Rich Editor, Calendar, Kanban Board, Pomodoro, Snippets
Media Music Player, Image Viewer, Video Player, Paint, Wallpaper Generator
Utilities Calculator, Weather, Contacts, Password Vault, RSS Reader, Archiver
Every app is a full React component with its own state, window frame, and keyboard shortcuts.

Multi-Provider AI Gateway
NexusOS doesn't lock you into one AI provider.

AI Providers, Connect any AI backend:

✅ OpenAI (GPT-4, GPT-4o)
✅ Anthropic (Claude 3.5)
✅ Google (Gemini)
✅ Groq (blazing fast)
✅ Mistral
✅ OpenRouter
✅ LM Studio (local)
✅ Ollama (local)
✅ GGUF models via Wllama (fully offline)
Or run it with zero API keys. The built-in Wllama engine loads HuggingFace GGUF models directly in WebAssembly.

HyperIDE: A Full Code Editor with AI Copilot
This one's my favorite.

HyperIDE is a complete code editor built into the OS with:

📁 File tree explorer (connected to the VFS)
🎨 Syntax highlighting
💾 Auto-save
🤖 DAEMON Copilot — Click "Explain", "Fix Bugs", or "Refactor" and the AI works on your code
⚡ Integrated terminal
The AI copilot isn't a chatbot sidebar. It's connected to the kernel. When DAEMON writes code, it can save it directly to the filesystem, register it as a new app, and launch it — all in one flow.

Window Management That Actually Works
Multi-Window

Drag, resize, minimize, maximize, close
Window snapping and stacking
Always-on-top pin
Opacity control (glassmorphism)
3 virtual workspaces
Taskbar with live app indicators
Right-click context menus everywhere
The Self-Healing Part
This is where it gets wild.

When DAEMON detects an error in its own output, it runs an ErrorGuard pass:

typescript
const { output, fixApplied, errors } = await errorGuard.guard(
rawResponse, contextualPrompt, fullSystemPrompt, mode
);
ErrorGuard checks for:

Malformed JSON in OS actions
Code syntax errors in generated apps
Missing imports
Hallucinated function calls
If it finds issues, it automatically rewrites the response before it reaches the UI. The user never sees the bug.

Try It Yourself
30-Second Setup
bash
git clone https://github.com/AFKmoney/nexusOS.git
cd nexusOS
npm install
npm run dev
Open http://localhost:3000. That's it. No backend. No Docker. No config files.

With AI (Optional)
Open Settings → AI Providers
Add your OpenAI/Anthropic/Google key
Or: Open Model Manager → Download a GGUF model from HuggingFace
Start talking to DAEMON
What's Next
I'm building in public. Here's the roadmap:

DAEMON Sandbox — Isolated execution environment for AI-generated code
Plugin Marketplace — Community-built apps installable from the App Store
Collaborative Workspaces — Multiple users in the same NexusOS instance
Mobile PWA — Full NexusOS on your phone
Voice Control — "DAEMON, open the terminal and run the build"
This is Open Source
MIT License. Star it, fork it, break it, rebuild it.

⭐ github.com/AFKmoney/nexusOS

(It's still under development, there's is some bugs and unfinished functions, I'm working actively to resolve all the issues)

If you've ever dreamed of building your own operating system — or if you just want to see what happens when AI stops being a chatbot and starts being a kernel — give NexusOS 5 minutes.

I promise you'll want to give it more.

Built by @afkmoney. If this resonated, drop a ⭐ on the repo — it genuinely help