#CLAUDE.md validation
66 related articles
·6 min
Claude Code Chinese Guide: A Complete Path from Zero to an Efficient Workflow
A systematic Claude Code learning guide built for Chinese developers, covering ten core modules including Slash Commands, Memory, MCP, and Hooks, with a three-tier path to build an AI coding workflow in 11–13 hours.
Read more →
·3 min
Claude Code Caching Explained: A Practical Guide to Saving Money and Speeding Up
A deep dive into Claude Code's Prompt Caching mechanism, covering the three-layer cache structure, invalidation rules, lifecycle management, and best practices to reduce API costs and boost response speed.
Read more →
·6 min
What Is Vibe Coding? A Complete Breakdown of the LLM + Agent + Workflow Three-Layer Architecture
Vibe Coding, coined by ex-Tesla AI Director Karpathy, redefines AI programming. This article breaks down the LLM + Agent + Workflow three-layer architecture.
Read more →
·7 min
A New Core Skill for Programmers: How to Effectively Lead Your AI Agent Dev Squad
Coding alone isn't enough anymore. Learn the 5 key steps to commanding AI Agents—define outcomes, split tasks, provide context, iterate small, and keep humans in the loop.
Read more →
·2 min
43k Stars: Ponytail's Six-Step Decision Framework That Cuts AI-Generated Code by 54%
Ponytail's six-step decision ladder forces AI to ask "is this necessary?" before coding. Benchmarks across 12 tasks: 54% less code, 22% fewer tokens, 100% security retained. Works with Cursor, Claude, and more.
Read more →
·4 min
GitHub Spec-Kit in Practice: 5 Core Commands to Keep AI Coding on Track
Deep dive into GitHub's open-source Spec-Kit: 5 core commands and 2 optional checkpoints that solve AI coding drift. From setting Rules to generating code, every step makes the AI pause for your approval.
Read more →
·3 min
AI Programming Power User Workflow: A Practical Guide to Automated Loops and Multi-Model Collaboration
A deep dive into expert AI programming workflows covering Cursor rules, skills systems, automated loops, cloud agent parallel development, and multi-model collaboration strategies.
Read more →
·4 min
Mastering Claude Code: Five Hardcore Strategies to Transform It from Intern to Architect
A systematic guide to advanced Claude Code usage covering context management, plan mode, parallel development, and security — transforming your AI coding assistant into a virtual architect.
Read more →
·2 min
The Complete Guide to Claude Code Skills: Write Once, Auto-Match On-Demand Knowledge Injection
Deep dive into Claude Code Skills: semantic matching, storage locations, priority rules, and advanced tips. Master on-demand knowledge injection for AI coding.
Read more →
·3 min
Claude Code's Hidden Advantages Explained: Design Choices Every AI Coding Tool Should Copy
Deep dive into Claude Code's leading design in agentic coding: skill script execution, CLAUDE.md imports, remote control, dynamic workflow orchestration, and why Cursor, Codex and others should adopt these features.
Read more →
·3 min
Dissecting Cursor's Technology: Why IDEs Are Being Agent-ified
Deep dive into how Cursor embeds Agent capabilities into the IDE — from context awareness and planning to layered rules and surgical diff review.
Read more →
·4 min
Claude Code Practical Guide: From Installation & Configuration to Production-Ready Business Projects
Complete guide to Claude Code + Opus setup via CCSwitch for unified model management. Real-world case: payment system built in 4 hours with zero hand-written code, covering installation, Prompt engineering, and model selection.
Read more →
·3 min
Harness Engineering in Practice: Building an Enterprise E-Commerce System with Claude Code — A Complete Walkthrough
A deep dive into Harness Engineering for AI programming, from concept to implementation. Build an enterprise Java e-commerce system using Claude Code with Skill-driven AI development pipelines.
Read more →
·3 min
Getting Started with Claude Code: An AI Programming Tool Anyone Can Learn Quickly
A complete guide to Claude Code: installation, setup, natural language programming, CLAUDE.md configuration, real-world use cases, and pricing plans for beginners.
Read more →
·3 min
Harness AI Engineering Programming: A Detailed Methodology for Enterprise-Level Project Development
Deep dive into Harness AI Engineering Programming methodology, covering SDD, Skill development patterns, and core practices for enterprise-level AI-assisted development.
Read more →
·2 min
Claude Fable User Guide: Four Core Tips to Boost AI Development Efficiency
Anthropic shares four key tips for Claude Fable: assign bigger tasks, choose effort levels wisely, rewrite old instructions, and shift from tasks to goals.
Read more →
·4 min
AI Coding Bills Skyrocketing? 4 Token Black Holes Are Devouring Your Budget
AI coding costs too high? The problem isn't model pricing — it's paying repeatedly for wasted context. Discover 4 token black holes draining your budget and practical strategies to fix them.
Read more →
·2 min
Anthropic Team in Practice: Claude Code Experience with 16 Parallel Agents Developing a Compiler
Deep analysis of Anthropic's real-world Claude Code practices: 16 parallel Agents building a C compiler, three-role architecture for full-stack apps, smart approvals solving 93% blind approval issues, and six official best practices.
Read more →
·2 min
Claude Code Dynamic Workflows: A Complete Guide to Six Patterns and Ten Scenarios
Deep dive into Claude Code's dynamic workflow mechanism covering Agent, Parallel, and Pipeline functions, six orchestration patterns, and ten real-world scenarios with cost control tips.
Read more →
Tutorials·3 min
Supabase Real-World Testing: How MCP+Skills Enable AI Agents to Safely Operate Databases
Supabase's experiments show how MCP+Skills solve security gaps when AI agents operate databases, with three key principles for writing effective Agent Skills.
Read more →