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

Schneier on Security
Schneier on Security
A
About on SuperTechFans
月光博客
月光博客
WordPress大学
WordPress大学
小众软件
小众软件
H
Help Net Security
云风的 BLOG
云风的 BLOG
C
Cybersecurity and Infrastructure Security Agency CISA
U
Unit 42
Y
Y Combinator Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
The Hacker News
The Hacker News
T
The Exploit Database - CXSecurity.com
AI
AI
Recent Commits to openclaw:main
Recent Commits to openclaw:main
P
Palo Alto Networks Blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
博客园 - Franky
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
N
News and Events Feed by Topic
Google DeepMind News
Google DeepMind News
T
Threat Research - Cisco Blogs
www.infosecurity-magazine.com
www.infosecurity-magazine.com
S
Security Affairs
腾讯CDC
B
Blog
O
OpenAI News
美团技术团队
Blog — PlanetScale
Blog — PlanetScale
Vercel News
Vercel News
Spread Privacy
Spread Privacy
Cyberwarzone
Cyberwarzone
Hacker News - Newest:
Hacker News - Newest: "LLM"
G
Google Developers Blog
Recent Announcements
Recent Announcements
阮一峰的网络日志
阮一峰的网络日志
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
T
Tenable Blog
有赞技术团队
有赞技术团队
L
Lohrmann on Cybersecurity
Attack and Defense Labs
Attack and Defense Labs
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
I
InfoQ
Application and Cybersecurity Blog
Application and Cybersecurity Blog
博客园 - 三生石上(FineUI控件)
C
Cyber Attacks, Cyber Crime and Cyber Security
酷 壳 – CoolShell
酷 壳 – CoolShell
Project Zero
Project Zero
Martin Fowler
Martin Fowler

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
The rsync maintainer used Claude for hundreds of commits. The release broke everything.
Aditya Agarwal · 2026-06-17 · via DEV Community

A trusted Unix tool just shipped hundreds of AI-generated commits. Then the release broke everything.

If you've ever typed rsync into a terminal — and you have — this one stings.

What Happened

The maintainer of rsync used Claude to co-author dozens of commits for a new release. Not a few AI-inspired changes. Hundreds.

The update caused issues with essential features. They used AI to rewrite the test suite, which resulted in a new version release, rsync 3.4.3, shortly after. Unfortunately, that update included a major bug that stopped a few users from being able to create backups.

People observed this change and they were upset.

Why This Blew Up

Rsync may not be as insignificant as a weekend npm package that has been downloaded only 12 times. It actually constitutes infrastructure. It is the software that supports your deployment scripts, your backup cron jobs, your reflex response of “I’ll just sync it over” when moving data.

Sysadmins have a sixth sense for when something isn't quite right with rsync. So the reaction was intense — and a lot of it was aimed squarely at the maintainer for daring to use AI.

The Part Nobody Wants to Talk About

Here's what I keep coming back to: this person is a volunteer.

rsync is an old tool. And maintaining something like it is thankless, painful effort. The sort of effort where you rewrite an entire test suite en masse because you're one individual keeping an essential piece of Unix history ticking, and some AI just offered to help shoulder the burden.

I'm not saying the release was good. It clearly wasn't. Shipping a broken release of a tool this important is a real problem with real consequences.

But the discourse jumped straight past "how do we fix this" and landed on "how dare you use AI." Those are very different conversations.

AI Didn't Break rsync — Process Did

Let's be honest about what actually went wrong:

→ Hundreds of AI-generated commits landed without adequate review
→ A full test suite rewrite shipped in a minor version, not a major one
→ The scope of AI-generated changes wasn't communicated to users

These are failures of process. The same failures occur with human-written code when a lone maintainer is overburdened and under-resourced.

Blaming the AI part doesn't solve the problem. If one person had hand-typed every broken line, the release would still be broken. We just wouldn't have a convenient villain to point at.

The Real Threat to Open Source

Here's what worries me more than one bad rsync release.

Every time the community publicly shames a volunteer maintainer, someone else watching thinks: "I'm never touching that." The pipeline of people willing to maintain critical infrastructure is already paper-thin. Adding "and if you use the wrong tools, we'll drag you online" to the job description doesn't help. 🙃

AI tools are going to become part of open source maintenance. That's not a prediction — it's already happening. The question isn't whether maintainers will use them. It's whether we build norms around how to use them responsibly.

Stuff like that:

→ Flagging AI-generated commits clearly in commit messages
→ Treating AI-heavy releases as major versions, not minor bumps
→ Requiring human review proportional to the scope of AI changes
→ Actually funding maintainers so they're not solo-piloting critical tools with whatever help they can get

That's a productive conversation. "Shame the volunteer" is not. 🔥

The Takeaway

The rsync incident is a true failure that should be analyzed seriously. But let's analyze the system, not the individual. A burned-out maintainer used a tool that had the potential to cause problems, and the guardrails were not there. This is a problem with the community, not the person.

For open source to endure the AI age, we require improved review procedures, financing, and norms, rather than improved pitchforks.

So here's my question: if you were the solo maintainer of a critical tool with zero funding and an AI assistant offering to help, what would you actually do differently?