#Shell execution
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Deep dive into Claude Code Hooks: why CLAUDE.md rules fail, and how PreCommand blocking, PostCommand reminders, and Stop Hooks form a reliable AI behavior constraint system.
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Claude Code Hooks Explained: A Safety Net for When Rules Fail
Deep dive into Claude Code Hooks: why CLAUDE.md rules fail and how PreCommand, PostCommand, and Stop Hooks provide a reliable safety net through on-demand context injection.
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Building a Fully Automated Marketing System with AI: A Monetization Guide for Indie Developers
A detailed guide on how indie developers can use AI tools to build fully automated marketing systems—from MCP research to Skills systems to automated content production and traffic engines.
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Claude Code's Four Permission Modes Explained: A Complete Guide from Plan Mode to Full Permission Mode
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Claude Code Multi-Agent Orchestration: The tmux Dilemma on Windows and Solutions
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One Person, Three Machines: Local Agent Deployment and Multi-Machine Collaborative Operations in Practice
Deploy Cloud Code and Hermes AI Agents to efficiently manage three physical hosts solo. Covers Ventoy single-file deployment, BTRFS+RAW Image setup, Agent task division, and risk control strategies.
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Connect Claude Code to DeepSeek: Zero-Barrier Four-Step Configuration Tutorial
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Claude Code Three Modes Explained: Auto-Edit, Plan & YOLO Fully Automatic Mode
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AI Penetration Testing in Practice: Comparing Three Agent Tools with DeepSeek for Vulnerability Discovery
Hands-on comparison of Claude Code, Codex, and DeepSeek TUI for AI-assisted penetration testing with DeepSeek V4 Pro, covering vulnerability discovery, WebShell upload, and intranet penetration.
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Complete guide to connecting Codex with DeepSeek V4 via CC Switch relay, including API Key setup, channel configuration, and plugin unlock steps for cost-effective AI programming.
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Claude Code vs Cursor In-Depth Comparison: Billing Models & Optimal Plan Selection
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Engineering Practices That Boosted Claude Code Skill Activation Rate from 25% to 90%
How Hooks+Skills+Commands+Agents work together in Claude Code to boost AI skill activation from 25% to 90%, with core config files and deployment guide.
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The Complete Guide to Claude Code's Extension System: A Five-Layer Architecture That Doubles Development Efficiency
Deep dive into Claude Code's five-layer extension architecture: Claude.md memory, Skills, MCP services, Subagents, and Hooks. Master the Rule of Three and golden combinations to systematically boost AI coding efficiency.
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Complete Guide to Claude Code GitHub Integration and Hooks
A detailed guide to Claude Code's GitHub integration for automated PR reviews and Issue fixes, plus the Hooks mechanism for injecting custom logic into AI workflows.
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Claude Code Hooks Explained: Build Your Own Automated Development Inspector
Deep dive into Claude Code Hooks' four core use cases: intercepting dangerous operations, auto change logging, code review, and automated testing. Learn Command, Prompt, and Agent Hook types.
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