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

Microsoft Azure Blog
Microsoft Azure Blog
AWS News Blog
AWS News Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
P
Privacy & Cybersecurity Law Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
NISL@THU
NISL@THU
Simon Willison's Weblog
Simon Willison's Weblog
PCI Perspectives
PCI Perspectives
S
Schneier on Security
P
Proofpoint News Feed
阮一峰的网络日志
阮一峰的网络日志
Last Week in AI
Last Week in AI
S
SegmentFault 最新的问题
Security Latest
Security Latest
博客园 - 三生石上(FineUI控件)
T
Tor Project blog
G
GRAHAM CLULEY
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
The Hacker News
The Hacker News
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
C
Cisco Blogs
V
Visual Studio Blog
SecWiki News
SecWiki News
WordPress大学
WordPress大学
W
WeLiveSecurity
大猫的无限游戏
大猫的无限游戏
酷 壳 – CoolShell
酷 壳 – CoolShell
A
Arctic Wolf
C
Cyber Attacks, Cyber Crime and Cyber Security
宝玉的分享
宝玉的分享
The GitHub Blog
The GitHub Blog
Hugging Face - Blog
Hugging Face - Blog
美团技术团队
P
Privacy International News Feed
Microsoft Security Blog
Microsoft Security Blog
C
CXSECURITY Database RSS Feed - CXSecurity.com
Webroot Blog
Webroot Blog
The Register - Security
The Register - Security
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
雷峰网
雷峰网
T
The Exploit Database - CXSecurity.com
Schneier on Security
Schneier on Security
I
InfoQ
云风的 BLOG
云风的 BLOG
Hacker News: Ask HN
Hacker News: Ask HN
T
Tailwind CSS Blog
MongoDB | Blog
MongoDB | Blog
人人都是产品经理
人人都是产品经理
Spread Privacy
Spread Privacy
P
Palo Alto Networks Blog

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 Juejin's 2025 Tool Lists Got Right About the Multi-Tool Stack
ninghonggang · 2026-06-14 · via DEV Community

I went down a rabbit hole this morning reading the late-2025 Juejin front-end dev tool ranking and the Chinese AI tool recommendation list back to back, and the thing that finally crystallized for me is that the "which AI tool should I pay for" question has quietly split into two parallel conversations depending on which side of the language barrier you live on. The English-language lists keep recommending Cursor, Claude Code, and GitHub Copilot as the obvious paid tier, and the Chinese lists keep recommending DeepSeek, 通义灵码, Kimi, and 智谱 GLM as the obvious paid tier, and both of them are right for their audience. The interesting part is that they are starting to overlap in ways I don't think either side has fully internalized yet.

The front-end guide from November 2025 lays out a clean paid-versus-free split that honestly matches what I do day to day. Cursor at twenty dollars a month for the IDE-native flow, GitHub Copilot at ten for the GitHub-everywhere default, Codeium free for autocomplete when I do not want to think about billing, and V0.dev from Vercel for the UI-from-text moments. That four-tool stack covers roughly ninety percent of what most front-end engineers I know actually run in a week, and I'd take the specific dollar amounts with a grain of salt because Juejin pricing posts go stale in months, but the shape of the recommendation is the part that has been rattling around in my head all morning.

The Chinese recommendation list is where the overlap gets interesting. DeepSeek shows up as the model underneath a lot of the Chinese-built IDE integrations, 通义灵码 is the Alibaba-backed option for engineers already on the Alibaba Cloud stack, Kimi is the long-context reading-and-writing workhorse, and 智谱 GLM is the enterprise-comfortable option. To be fair I have not shipped production code with 通义灵码 the way I have with Cursor or Claude Code, so I'd take direct comparisons with a grain of salt, but the fact that the Chinese-language tool list is recommending specific tools for specific jobs rather than one tool for everything is the same pattern the Western lists are starting to show. That is the convergence. Both ecosystems are moving from "one tool wins" to "pick the right tool for the right job," and the price ceiling for any single subscription is settling around twenty dollars a month, not two hundred.

The meta-pattern I want to put down before I forget it is that the practical budget math is going to look different in 2026 than it did in 2024, and the Juejin roundups are doing a better job of surfacing it than most of the English-language roundups I read. A year ago the smart default was one paid tool and one free tool, and the conversation was about which two. Now the conversation is about which three or four, and the right answer is genuinely different if your team is on the Alibaba stack, on GitHub, on Azure, or on whatever local-models-through-Ollama workflow the privacy-conscious teams are running. I am a little skeptical of any list that promises a "complete" AI tool stack because the only complete stacks I trust are the ones engineers actually run for a quarter and rewrite, but the multi-tool model is winning over the one-tool-to-rule-them-all model and the Chinese-language recommendations are the cleanest articulation of that I have read this year.

Honestly, what I am taking away from this is that the question I ask junior engineers is changing. A year ago I would have said pick one tool and learn it well, Cursor or Copilot or ChatGPT, take your pick. Now I tell them to budget for two paid tools in the first quarter, expect to swap one of them out in the second, and keep a free fallback like Codeium or V0.dev in the rotation for the jobs that do not justify a subscription. The free tier is finally good enough to be a real fallback, not a demo, and that is the change the Juejin lists are tracking better than most.

I will reassess in three months. The last time I said that I was mostly bouncing between Cursor and Claude Code, which is still where I land. What has changed is that I now read the Chinese-language tool recommendations as a serious signal rather than a regional curiosity, and I think that shift is going to age well.