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
量子位
小众软件
小众软件
C
Cybersecurity and Infrastructure Security Agency CISA
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Tenable Blog
V
Vulnerabilities – Threatpost
Know Your Adversary
Know Your Adversary
T
Threat Research - Cisco Blogs
Latest news
Latest news
Spread Privacy
Spread Privacy
C
Cyber Attacks, Cyber Crime and Cyber Security
NISL@THU
NISL@THU
T
Tor Project blog
Hacker News: Ask HN
Hacker News: Ask HN
V2EX - 技术
V2EX - 技术
T
The Exploit Database - CXSecurity.com
博客园 - 三生石上(FineUI控件)
K
Kaspersky official blog
Cyberwarzone
Cyberwarzone
博客园 - 叶小钗
博客园 - 聂微东
Last Week in AI
Last Week in AI
爱范儿
爱范儿
腾讯CDC
博客园 - Franky
美团技术团队
J
Java Code Geeks
O
OpenAI News
L
Lohrmann on Cybersecurity
Simon Willison's Weblog
Simon Willison's Weblog
有赞技术团队
有赞技术团队
T
Threatpost
G
GRAHAM CLULEY
Hugging Face - Blog
Hugging Face - Blog
博客园 - 【当耐特】
宝玉的分享
宝玉的分享
I
Intezer
N
News and Events Feed by Topic
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
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
T
The Blog of Author Tim Ferriss
S
Security @ Cisco Blogs
Forbes - Security
Forbes - Security
N
News | PayPal Newsroom
Stack Overflow Blog
Stack Overflow Blog
Scott Helme
Scott Helme
H
Hacker News: Front Page
Cloudbric
Cloudbric

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
Superpowers: Giving Your Coding Agent a Workflow It Can't Skip
ArshTechPro · 2026-05-18 · via DEV Community

If you have used Claude Code, Cursor, or Codex for real work, you know the pattern. You ask for a feature, and the agent immediately starts writing code. No spec. No plan. No tests. Twenty minutes later you have something that looks right and is subtly wrong.

The fix is not a smarter model. It is a better process. That is exactly what Superpowers is.

What it is

Superpowers is an open-source software development methodology for coding agents, built as a plugin around a library of composable "skills." It works with Claude Code, Codex CLI, Gemini CLI, Cursor, GitHub Copilot CLI, and a few others.

The key idea: the skills trigger automatically. You do not have to remember to invoke anything. The moment the agent sees you are building something, it stops and runs a real workflow instead of guessing.

It is MIT licensed and, at the time of writing, has over 190k GitHub stars.

How the workflow actually runs

When you ask Superpowers-equipped agent to build something, here is what happens instead of an immediate code dump:

  1. Brainstorming. Before any code, it asks questions and refines your rough idea into a written spec. It shows you the design in chunks short enough to actually read.
  2. Git worktrees. Once you approve the design, it creates an isolated workspace on a new branch and verifies a clean test baseline.
  3. Writing plans. It breaks the work into bite-sized tasks of roughly two to five minutes each. Every task has exact file paths, the code to write, and verification steps.
  4. Subagent-driven development. It dispatches a fresh subagent per task, with a two-stage review: first does the work match the spec, then is the code actually good.
  5. Test-driven development. Strict RED-GREEN-REFACTOR. Write a failing test, watch it fail, write the minimum code to pass, watch it pass, commit. Code written before its test gets deleted.
  6. Code review and branch cleanup happen between tasks, with critical issues blocking progress.

The plans are written to be clear enough for, in the project's own words, an enthusiastic junior engineer with no context and an aversion to testing. That is the bar. If a plan is that explicit, an agent can follow it for a long stretch without drifting.

Getting started

For Claude Code, install from the official plugin marketplace:

/plugin install superpowers@claude-plugins-official

Enter fullscreen mode Exit fullscreen mode

For other harnesses (Codex, Gemini CLI, Cursor, Copilot CLI), the repo has a one-line install for each. If you use more than one agent, install it separately for each.

That is the whole setup. After that, the skills just fire on their own.

The philosophy in one line

The project rests on four principles: test-driven development always, systematic process over ad-hoc guessing, simplicity as the primary goal, and evidence over claims. Verify before declaring success.

None of this is new advice. What is new is having an agent that enforces it instead of an agent that ignores it.

Is it useful?

Yes, with one honest caveat.

It is genuinely useful if you do non-trivial work and have been burned by an agent confidently shipping broken code. Because the agent follows a plan you already approved, it can run autonomously much longer without going off the rails. The structure is the value.

The caveat: it is deliberately slower for trivial work. If you just want to rename a variable or fix a typo, the brainstorm-then-spec-then-plan ceremony is overkill. Use Superpowers for features and real changes, not one-line fixes.

The takeaway

The model is rarely the bottleneck anymore. The bottleneck is that agents skip the boring, disciplined parts of engineering. Superpowers makes those parts mandatory. If your agent keeps producing plausible-looking garbage, this is the cheapest fix available: it is free, it installs in one command, and it changes nothing about how you work except the quality of the output.