#spec-driven development
59 related articles
·2 min
Getting Started with Claude Code: Environment Setup, Switching to Chinese Models, and Git Workflow Explained
A complete Claude Code beginner's guide: from CLI installation and switching to Chinese models like DeepSeek via CC Switch, to conversational Git operations, multi-branch management, and automated bug fixing.
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·2 min
Getting Started with Claude Code: Installation, Switching to Chinese LLMs, and Git Workflows Explained
A complete guide to installing and configuring Claude Code, using CLI commands, switching to Chinese LLMs like DeepSeek via CC Switch, and mastering conversational Git workflows and automated code fixes.
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·3 min
The Complete Beginner's Guide to Vibe Coding: Core Logic and Practical Learning Path
Vibe Coding is the new AI-era programming paradigm. Describe what you want in plain language; let AI generate the code. Learn the 3-stage path: mindset, quality, and real projects.
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·5 min
From Vibe Coding to AI Engineering: A Complete Guide to Enterprise-Grade Development
In the AI programming era, Vibe Coding alone can only build toys. This article deeply analyzes the complete engineering path from Vibe Coding to SDD spec-driven development, covering Claude Code and Codex tool selection, the SuperPower plugin, and domestic LLM comparisons.
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·4 min
Beyond Vibe Coding: A Complete Guide to Enterprise-Grade AI Engineering
Hit the Vibe Coding ceiling? This guide covers the three-stage AI coding progression path, Claude Code vs. Codex, SuperPower SDD, and how to go from vibe coding to enterprise-grade AI engineering.
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·3 min
Vibe Coding in Practice: Building Your Core Competitive Edge with AI-Assisted Development
Vibe Coding is a new AI-era programming paradigm focused on logic over syntax. Use Claude Code, Cursor, and LangChain to ship products solo and 10x your productivity.
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·2 min
Vibe Coding in Practice: Building Your Core Competitive Edge with AI-Assisted Programming
Vibe Coding is redefining how people learn to program. Explore the core methodology, tools like Claude Code, and how AI can 10x your personal productivity.
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·3 min
Claude Code for Test Engineers: 8 Practical Tips to Genuinely Boost Testing Efficiency
How can test engineers truly boost productivity with Claude Code? This guide covers test Skills, Hooks automation, MCP integration, and two hands-on cases you can use today.
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·3 min
LangChain V1.3 Hands-On Tutorial: A Complete Breakdown of RAG, Multi-Agents, and Engineering Mindset
An in-depth look at LangChain V1.3's core philosophy: from RAG to multi-agent workflows. Master LangGraph, Chain, and DeepAgent, learn token control and Human-in-the-loop, and become a true master of AI app development.
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·6 min
From Frontend Engineer to AI Agent Developer: A Complete High-Paying Skill Tree Breakdown
Pure frontend roles are shrinking; AI Agent development is the high-salary divide. This guide breaks down the full skill tree for frontend engineers pivoting to AI: TypeScript, frameworks, AI productivity, and Agent core concepts (MCP, Tool Calling, Skill).
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·3 min
Claude Code Agent Teams: A Practical Guide to AI Team Collaboration in Software Development
A deep dive into Claude Code Agent Teams: how they differ from Subagents, contract-first design, model allocation strategies, and a real case of 16 agents building a C compiler.
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·6 min
From Vibe Coding to AI Engineering: A Complete Practical Guide to Codex and Claude Code
An in-depth analysis of the practical use of Codex and Claude Code, comparing Vibe Coding and AI engineering, covering Super Power plugins, Spec-Driven Development, and Chinese LLM integration strategies.
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·4 min
How Can Programmers Survive and Thrive in the Age of AI? A Deep Dive and Action Guide
AI is reshaping the programmer job market: junior roles are disappearing while senior architects grow more valuable. This guide breaks down AI's impact on knowledge workers and outlines three transformation paths for programmers.
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·3 min
Benchmarking Popular Claude Skill Libraries: A 5-Step Core Pattern for AI Agent Development
A deep-dive evaluation of Addy Osmani, Matt Pocock, and Gary Tan's skill libraries, distilling a 5-step Research→Prototype→Plan→Build→Test agent dev loop and why the best skill system is always your own.
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·3 min
Why AI Coding Tools Haven't Delivered Real Productivity Gains: Redesigning the Software Development Lifecycle
Research shows AI coding tools actually decreased developer productivity by 20%. The issue isn't AI's coding ability—it's that the entire delivery process hasn't been redesigned around AI.
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·3 min
Claude Code vs. Codex: A Practical Guide to Enterprise-Grade AI Programming
A deep dive into enterprise AI programming with Claude Code and Codex — from Vibe Coding limitations to SuperPower engineering workflows, model selection, and AI aggregation platforms.
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·2 min
AI Programming Learning Roadmap: A Complete Six-Stage Guide from Beginner to Expert
A systematic breakdown of the six-stage AI programming learning roadmap, from zero-code start to mastering Cursor and professional tools, methodology frameworks, advanced patterns, and project practice.
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·3 min
The Vibe Coding Four-Module Framework: A Complete Methodology from Fragmented Learning to Engineering Delivery
A deep dive into the Vibe Coding four-module framework: paradigm cognition, open-source customization, SDD, and project rules for real engineering delivery.
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·4 min
AI Code Output Up 10x — How Do You Keep Code Review from Collapsing?
When AI code generation outpaces human review, Code Review becomes the biggest bottleneck. Learn guardrail systems, architecture constraint tests, and TDD-driven Agent development strategies.
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·3 min
OpenAI Codex Deep Dive: Core Capabilities and Engineering Design Philosophy
Deep dive into OpenAI Codex's core capabilities and engineering design philosophy, covering multi-task parallelism, code review, Agent Loop, Spec-Driven Development (SDD), and context engineering.
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