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

CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Security Latest
Security Latest
C
CXSECURITY Database RSS Feed - CXSecurity.com
AI
AI
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
P
Palo Alto Networks Blog
Spread Privacy
Spread Privacy
Project Zero
Project Zero
Google Online Security Blog
Google Online Security Blog
The Cloudflare Blog
L
LangChain Blog
T
Tenable Blog
GbyAI
GbyAI
C
Cybersecurity and Infrastructure Security Agency CISA
大猫的无限游戏
大猫的无限游戏
Last Week in AI
Last Week in AI
量子位
Cloudbric
Cloudbric
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
美团技术团队
S
Secure Thoughts
P
Privacy & Cybersecurity Law Blog
S
Securelist
S
Schneier on Security
F
Full Disclosure
Engineering at Meta
Engineering at Meta
A
Arctic Wolf
Microsoft Security Blog
Microsoft Security Blog
Apple Machine Learning Research
Apple Machine Learning Research
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
爱范儿
爱范儿
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
P
Privacy International News Feed
宝玉的分享
宝玉的分享
A
About on SuperTechFans
博客园 - 【当耐特】
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Hugging Face - Blog
Hugging Face - Blog
Webroot Blog
Webroot Blog
Google DeepMind News
Google DeepMind News
H
Heimdal Security Blog
Y
Y Combinator Blog
月光博客
月光博客
H
Hacker News: Front Page
MongoDB | Blog
MongoDB | Blog
C
Check Point Blog
TaoSecurity Blog
TaoSecurity Blog
腾讯CDC
N
Netflix TechBlog - Medium

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
You Might Not Need Docker: The Case for Lightweight, Headless VMs
Boris Barac · 2026-06-13 · via DEV Community

Boris Barac

Lately, whenever I need to run a quick experiment or spin up a localized environment with multiple moving pieces, I've completely stopped using Docker. Instead, I've been running full, headless Ubuntu virtual machines directly from my host terminal using Canonical's Multipass. And I love it.

It is using your native hypervisor (KVM on Linux, Hyper-V on Windows, or QEMU on macOS), it drops a clean Ubuntu environment onto your laptop with next to zero performance overhead.

The Zero-Friction Sandbox

Instead of wrestling with installation mirrors and configuration screens, Multipass treats virtual machines as disposable command-line primitives.

To spin up a basic machine (we'll name it devbox) and jump inside, the standard baseline looks like this:

# Spin up a fresh Ubuntu instance instantly
multipass launch --name devbox

# Drop straight into the VM's interactive bash shell
multipass shell devbox

Running Headless Commands Directly

You don't actually have to open an interactive shell session just to execute a single task. If you want to fire off commands and capture the output straight back to your host terminal, you can leverage exec:

# Check the VM's kernel version without entering the shell
multipass exec devbox -- uname -a

# Remotely trigger an update and install packages
multipass exec devbox -- sudo apt update
multipass exec devbox -- sudo apt install -y nginx

# this is usually needed to run custom tools out of the shell
multipass exec devbox -- bash -c "source ~/.profile && command"

Moving Files Between Host and VM

When you are experimenting with local scripts or configuration files, moving data in and out of the isolated environment shouldn't require setting up network shares or SSH keys. Multipass handles this natively with a built-in transfer primitive:

# Copy a local configuration script from your host into the VM
multipass transfer ./setup.sh devbox:/home/ubuntu/setup.sh

# Pull a generated log file or benchmark report back out to your host
multipass transfer devbox:/home/ubuntu/output.log ./output.log

If a testing session gets messy or you corrupt a system-level networking rule, you don't spend hours debugging. You simply nuke the instance and wipe the slate clean:

# Obliterate the broken VM and purge its allocated storage
multipass delete devbox
multipass purge

Infrastructure as Code: Local Automation via Cloud-Init

For more advanced experiments requiring multiple pre-installed binaries or specific user permissions, you can bypass manual setup entirely using cloud-init. This is the exact same industry-standard engine used by major cloud providers to bootstrap instances at launch.

If we need a repeatable baseline containing Redis and Git, we can define the required environment state inside a standard cloud-config.yaml file:

#cloud-config
users:
  - name: devuser
    sudo: ALL=(ALL) NOPASSWD:ALL
    shell: /bin/bash
packages:
  - redis-server
  - git
runcmd:
  - systemctl enable redis-server
  - systemctl start redis-server

To parse this configuration block directly during the VM's hardware initialization phase, pass the file using the --cloud-init flag:

# Launch a fully customized, automated instance using the configuration file
multipass launch --name cache-layer --cloud-init cloud-config.yaml

Instead of spending ten minutes manually running configuration commands every time you need a new sandbox, dropping this YAML into a directory gives you an identical baseline whenever you need it. If the configuration breaks or the environment gets contaminated, you just destroy the VM and re-run the exact same launch command.

Architecture Breakdown: Multipass vs. Docker

A common question that comes up is why use Multipass when you could just run a Docker container. The core distinction lies entirely in where the isolation boundaries are drawn across the system stack.

+-----------------------------------+     +-----------------------------------+
|          DOCKER ARCHITECTURE      |     |       MULTIPASS ARCHITECTURE      |
|                                   |     |                                   |
|  [App A]   [App B]   (Containers) |     |  [Systemd] [Kernel]  (Full VM)    |
|  +-----------------------------+  |     |  +-----------------------------+  |
|  |    Shared Host Kernel       |  |     |  |     Native Hypervisor       |  |
+--+-----------------------------+--+     +--+-----------------------------+--+

Docker isolates user-space processes. The containers sit directly on top of your host machine's operating system kernel. This makes them incredibly fast and resource-efficient for deploying standardized applications or microservices, but they don't have true system autonomy.

Multipass isolates the entire operating system block. It boots a completely independent Linux kernel, initializes a standalone virtual network loop, and runs its own init system (systemd).

If your experiment requires testing firewall structures (iptables), adjusting low-level network parameters, running background daemons orchestrated by systemd, or managing separate kernel modules, a Docker container requires fragile workarounds. Multipass gives you a true server abstraction directly on your laptop. Or even if you just want to spin up 5 things.

Hope it was interesting, I hope you learned something new. Thx for reading.