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

Forbes - Security
Forbes - Security
The Hacker News
The Hacker News
V
Vulnerabilities – Threatpost
C
CXSECURITY Database RSS Feed - CXSecurity.com
Spread Privacy
Spread Privacy
P
Proofpoint News Feed
AWS News Blog
AWS News Blog
S
Securelist
S
Security @ Cisco Blogs
Cloudbric
Cloudbric
T
Troy Hunt's Blog
SecWiki News
SecWiki News
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Security Latest
Security Latest
C
Cyber Attacks, Cyber Crime and Cyber Security
AI
AI
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Stack Overflow Blog
Stack Overflow Blog
I
Intezer
I
InfoQ
Attack and Defense Labs
Attack and Defense Labs
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Recent Commits to openclaw:main
Recent Commits to openclaw:main
T
The Exploit Database - CXSecurity.com
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
N
News | PayPal Newsroom
云风的 BLOG
云风的 BLOG
S
Secure Thoughts
T
The Blog of Author Tim Ferriss
Martin Fowler
Martin Fowler
L
LINUX DO - 最新话题
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
D
Darknet – Hacking Tools, Hacker News & Cyber Security
A
About on SuperTechFans
Hacker News - Newest:
Hacker News - Newest: "LLM"
TaoSecurity Blog
TaoSecurity Blog
www.infosecurity-magazine.com
www.infosecurity-magazine.com
Webroot Blog
Webroot Blog
L
LangChain Blog
MyScale Blog
MyScale Blog
Recent Announcements
Recent Announcements
P
Privacy & Cybersecurity Law Blog
Vercel News
Vercel News
Engineering at Meta
Engineering at Meta
C
Cybersecurity and Infrastructure Security Agency CISA
Y
Y Combinator Blog
L
Lohrmann on Cybersecurity
B
Blog RSS Feed
The Last Watchdog
The Last Watchdog

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
LinkedIn Quietly Migrated From ProseMirror to Quill — and Broke Every Browser Automation Tool That Touched the Composer
אחיה כהן · 2026-05-03 · via DEV Community

אחיה כהן

I shipped a fix to my MCP server last week for LinkedIn's ProseMirror composer. It worked. Two days later, every LinkedIn post automation broke.

This is the post-mortem of what changed, how I figured it out, and why "automate the platform" stories almost always end this way.

The crash

The symptom was specific. My MCP server's safari_fill tool — which dutifully filled ProseMirror by walking React Fiber and calling editor.commands.setContent(html) — was now crashing the helper daemon and dismissing the composer dialog the instant it touched the contenteditable.

Same composer URL. Same DOM tree at first glance. Same selectors. Different editor underneath.

The DOM tells the truth

I dropped into the browser console and ran the usual probe:

const el = document.querySelector('[contenteditable="true"]');
el.editor // -> undefined
el.closest('.ProseMirror') // -> null
el.closest('.ql-editor') // -> <div class="ql-editor">

Enter fullscreen mode Exit fullscreen mode

There it was. .ql-editor is the canonical Quill class name. LinkedIn had swapped the post composer from ProseMirror to Quill at some point in early 2026 with no announcement I can find.

Why it was crashing

Quill, like ProseMirror, doesn't let you "just" stuff text into the contenteditable. Both editors hold an internal model — Quill calls it a Delta — and the DOM is downstream of that model.

If you bypass the model and write to the DOM directly, two things happen:

  1. The model and DOM disagree.
  2. The next user-driven event (a keystroke, a save) triggers a re-render that throws because the diff is incoherent.

That's what was killing the composer. My fill was writing to innerText, the Delta state thought the editor was still empty, the React tree tried to reconcile, and the dialog evaporated. The Swift daemon caught the cascading exception and crashed itself for good measure.

The fix: drive Quill the way it expects to be driven

Quill exposes a programmatic API. You just need a reference to the instance. The lookup order I landed on:

  1. Walk up to find an ancestor with class .ql-container.
  2. Try .__quill — Quill 2.x attaches the instance there directly.
  3. Fall back to React Fiber: walk up the fiber chain looking for memoizedProps.quill or stateNode.quill (LinkedIn wraps Quill in a React component that holds the instance in props).
  4. If still nothing, fall back to a real CGEvent Cmd+V paste — Quill respects clipboard events with isTrusted: true.

Once you have the instance, the actual fill is one line:

quill.setContents([{ insert: text + '\n' }], 'api');

Enter fullscreen mode Exit fullscreen mode

The 'api' source flag is the part that matters. It tells Quill "this came from your own API, update your model and the DOM together." The text commits, the Delta stays consistent, and the React parent doesn't try to re-conciliate against a corrupted model.

What this taught me about platform automation

Two lessons, both old, both worth re-learning:

Editors aren't a stable interface. ProseMirror and Quill have different APIs, different state models, and different rules for "what counts as a real edit." Targeting one of them only works until the platform decides it doesn't anymore. LinkedIn made this swap with zero changelog. The only way I knew was that my code broke.

The DOM is the lowest common denominator. The editor model is the actual one. Every automation tool that synthesizes events on the contenteditable is operating one layer below the truth. Sometimes that works (because the editor reconciles). Sometimes it doesn't (because the editor crashes or silently discards the input). The robust path is always to find the editor instance and call its API.

There's a third lesson, which is more uncomfortable: I couldn't fully verify my fix on LinkedIn, because LinkedIn's modal-opening behavior in headless contexts is independently broken right now. The composer button accepts clicks, the dialog DOM materializes, but it never visually opens. So the Quill detection is in place — and verified on test pages — but the LinkedIn-specific live path is still gated on a separate modal issue I haven't cracked.

This is the texture of platform automation. Two unrelated bugs, same week, same target. Each one looks like the other. You ship a fix for one and the other one masquerades as a regression.

The takeaway

If you're building anything that types into a third-party rich text editor — Slack, LinkedIn, Discord, Medium, Notion — the editor identity is part of your contract with the platform, and the platform doesn't owe you stability there. Detect the editor type at runtime. Have a fallback for the unknown case (real clipboard events, ideally). Log what you found, so when it changes you find out from your own telemetry instead of from a Slack message at 11pm.

And read the contenteditable's class list before you touch it. ProseMirror and Quill have different class signatures and the DOM will tell you what you're dealing with — if you ask.

The fix shipped in safari-mcp@2.10.2. Source on GitHub.