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

博客园 - 司徒正美
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
腾讯CDC
WordPress大学
WordPress大学
爱范儿
爱范儿
GbyAI
GbyAI
酷 壳 – CoolShell
酷 壳 – CoolShell
博客园 - 聂微东
Google DeepMind News
Google DeepMind News
Recent Announcements
Recent Announcements
Latest news
Latest news
Last Week in AI
Last Week in AI
V2EX - 技术
V2EX - 技术
I
InfoQ
N
News | PayPal Newsroom
SecWiki News
SecWiki News
Microsoft Azure Blog
Microsoft Azure Blog
美团技术团队
T
Troy Hunt's Blog
H
Hacker News: Front Page
S
SegmentFault 最新的问题
TaoSecurity Blog
TaoSecurity Blog
V
Visual Studio Blog
Martin Fowler
Martin Fowler
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
博客园_首页
S
Security @ Cisco Blogs
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
小众软件
小众软件
L
LangChain Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
T
Tor Project blog
L
LINUX DO - 热门话题
月光博客
月光博客
S
Schneier on Security
Y
Y Combinator Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
P
Proofpoint News Feed
Forbes - Security
Forbes - Security
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Hugging Face - Blog
Hugging Face - Blog
A
Arctic Wolf
Webroot Blog
Webroot Blog
博客园 - 叶小钗
F
Fortinet All Blogs
S
Securelist
AI
AI
B
Blog RSS Feed
Security Latest
Security Latest

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
BMAD Method + Claude Code: How I Actually Ship Projects with Spec-Driven AI Development
Brian Spann · 2026-05-27 · via DEV Community

I vibe-coded my way through three months of Claude Code projects before I admitted something was off. The code worked, mostly, but I kept losing hours to the same problem: Claude and I would drift from the original intent mid-session, and by session two or three, neither of us remembered why we'd made half the decisions in the codebase.

I'd been watching the BMAD Method since v3 introduced its orchestrator concept, but it felt like overhead I didn't need. Then v4 landed with a real architectural overhaul (NPM distribution, modular agents, multi-IDE support) and I gave it a real shot. It clicked almost immediately. I've spent years working on teams with PMs, architects, scrum masters, QA. The full SDLC cast. BMAD maps those same roles onto AI agents, so the workflow felt familiar instead of foreign. I wasn't learning a new process. I was running the one I already knew, just with different team members. That was roughly nine months ago. I don't build without it now.

BMAD in 60 Seconds

BMAD (Breakthrough Method for Agile AI-Driven Development) is an open-source framework that structures AI-assisted coding around specifications, role-based agents, and phased workflows. The spec is the source of truth. Code is the output.

As of v6, the project has 19+ specialized agents (PM, Architect, Scrum Master, Developer, QA, and others), 50+ named workflows, and a module system that hooks into Claude Code natively through skills, commands, and hooks. It's crossed 40,000 GitHub stars and the ecosystem has spawned several third-party Claude Code plugins.

Numbers aside, does it actually change how you work? For me, yes. Substantially.

How I Set It Up

I use BMAD across several active projects. Bridgely, CoinFolio, FiveCrowns, and Vela are all built this way. Different domains, same workflow.

On CLAUDE.md

A lot of BMAD guides will tell you to set up a CLAUDE.md file alongside it. I actually don't bother. BMAD's own agent configurations, skills, and workflow definitions carry enough context on their own. Adding a CLAUDE.md on top of that is redundant at best, and at worst you end up with conflicting instructions. Your CLAUDE.md says one thing, BMAD's agent config says another, and Claude Code picks whichever it sees last.

I keep project-level conventions (file naming, directory structure, don't-commit-secrets type rules) in BMAD's own config. One source of truth, not two.

The Actual Workflow

A feature goes through four phases. I'll walk through what this looks like on a real task, building a Dev.to publishing skill for my blog pipeline.

Spec first. I describe what I want. BMAD's PM agent writes a PRD. The Architect agent reviews it and produces a technical design. Both end up as markdown files in docs/specs/ that persist across sessions.

> "I need a skill that publishes blog posts to Dev.to via their API,
>  handles draft mode, and manages frontmatter validation."

Enter fullscreen mode Exit fullscreen mode

The PM agent gives me user stories, acceptance criteria, and scope boundaries. The Architect maps that to file structure, dependencies, and integration points. No code yet. Just the blueprint.

Story breakdown. The Scrum Master agent splits the spec into implementable stories, each with clear done-criteria, each in its own file under docs/stories/. This is the part that replaced my old habit of writing one giant implementation prompt. Smaller chunks mean each piece is actually testable.

Implementation. Claude Code writes code against the spec and story files, not against a vague prompt I typed twenty minutes ago. The Dev agent pulls in the story file, the architecture doc, and project conventions from BMAD's config. Decisions trace back to a spec instead of disappearing into chat history.

Validation. The QA agent checks work against acceptance criteria, runs tests, and flags gaps. Vibe-coding skips this step entirely, which is exactly why vibe-coded projects accumulate the kind of debt they do.

What's Different Now

The context-drift problem I mentioned at the top? Gone. Spec files give Claude Code something persistent to anchor to, so I'm not re-explaining decisions from last Tuesday. Features that used to take two or three sessions now finish in one because the spec does the remembering.

The other shift was subtler. I used to treat "it runs" as done. Now done means the QA agent signed off against acceptance criteria. It sounds like a small distinction but it changes how much rework I do later. A lot less.

Refactoring got easier too. When you need to restructure something, having the original intent documented next to the implementation means you can tell Claude Code what the code was supposed to do, not just what it currently does.

I won't overstate it. The biggest improvement isn't raw speed. It's that I can predict what I'm going to get at the end of a session, because I defined it before I started.

Where It Falls Short

Context window pressure is real. On bigger projects, BMAD specs plus architecture docs plus story files eat context fast. I've gotten better at keeping specs concise, but there's a tension between "enough detail to be useful" and "not so much that Claude Code forgets the beginning by the time it reads the end."

Agent handoffs can be rough. The Architect agent sometimes makes assumptions that don't line up with what the PM agent specified. I've started adding explicit handoff checklists in my story files to catch this, but it's a manual workaround for what should probably be a tighter integration.

And for small stuff (a typo fix, a CSS tweak, a one-line config change) the full BMAD workflow is overkill. I skip it for anything that touches fewer than three files or doesn't involve a real design decision.

Trying It Out

The GitHub repo has install instructions. My advice: start with BMM Core (the base module) and don't install everything at once. Pick a real feature on a real project and spec it before you write any code.

The thing that took me longest to internalize is that the process matters more than the prompts. I spent months tweaking how I asked Claude Code to do things. BMAD shifted that energy toward defining what I wanted Claude Code to build, and the prompts mostly took care of themselves.

Spec-Driven Dev Is Bigger Than BMAD

BMAD isn't the only framework pushing this direction. Kiro, GSD, and RALPH-LOOP are all built on variations of the same thesis: AI-generated code is only as good as the structure you feed it.

BMAD works for me because it maps directly onto Claude Code's extension model. Skills, hooks, commands. It's not a wrapper around Claude Code. It's a playbook for the tools Claude Code already has.