#software engineering
400 related articles
Tutorials·2 min
Deep Dive into Anthropic's Official Claude Code in Action Course: Four Core Modules to Master AI Programming
Deep dive into Anthropic's official Claude Code in Action course covering four modules: assistant fundamentals, differentiators, project practice, and best practices for AI programming mastery.
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Tutorials·4 min
Credit Settlement for AI Async Tasks: Deduct First or Complete First?
Analyze correct timing for AI async task credit settlement. Compare deduct-on-submit vs. Webhook callback approaches with a pre-freeze + callback confirmation implementation for fair SaaS billing.
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Tutorials
Engineering Practices That Boosted Cla…
·4 min
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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Tutorials·4 min
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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Tutorials·3 min
LangChain Unified Interface in Practice: A Guide to Avoiding Model Invocation Pitfalls
A detailed comparison of LangChain's two model invocation approaches, focusing on init_chat_model unified interface usage and tips for avoiding DeepSeek V4 Pro Thinking Mode pitfalls in Agent scenarios.
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Product Reviews·3 min
Claude Code 2.1 Deep Dive: Hooks Automation, MCP Ecosystem & Multi-Agent Collaboration Fully Explained
Full breakdown of Claude Code 2.1: Opus 4.6 model upgrade, Hooks deterministic automation, Skills multi-agent collaboration, MCP tool chain integration, plus IDE shortcuts and practical commands.
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Tutorials·3 min
Claude Code Hooks Configuration & Plugin Recommendations: Cross-Session Memory and Automation in Practice
In-depth guide to Claude Code Hooks event-driven mechanism and configuration, featuring CloudMemory, Everything Claude Code, and other popular plugins for automated dev workflows.
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Tutorials·3 min
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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Tutorials·3 min
Getting Started with Cursor Hooks: Master Automated Workflow Configuration in 5 Minutes
Learn Cursor Hooks structure, configuration, and practical use. From trigger events and matchers to scripting permission popups, auto-testing, and more.
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Tutorials·2 min
Complete Guide to Claude Code Hooks: Five Trigger Points & Practical Configuration Walkthrough
Deep dive into Claude Code Hooks' five trigger points (PreToolUse, PostToolUse, OnToolError, Notification, OnPrompt) with a practical file deletion protection example to build efficient automated dev workflows.
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Tutorials·3 min
OpenClaw + Claude Code Token-Saving Guide: Zero-Polling with Hooks Callbacks
How to solve high Token consumption when OpenClaw calls Claude Code. Achieve zero-polling with Stop Hook and Session End dual callbacks, combined with Agent Teams for fully automated dev workflows.
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Tech Frontiers
OpenAI Codex Deep Dive: AI Programming…
·3 min
OpenAI Codex Deep Dive: AI Programming Evolves from Code Completion to Full-Repository Autonomous Development
Deep analysis of OpenAI Codex agent and its Codex-1 model, comparing Windsurf's SW1E1 and Anthropic's new reasoning model, exploring how AI programming leaps from single-file assistance to full-repository autonomous understanding.
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Tutorials
Enterprise Claude Code Workflows: Five…
·3 min
Enterprise Claude Code Workflows: Five Core Components for Taming Million-Line Codebases
Deep dive into Anthropic's enterprise Claude Code deployment: CLAUDE.md layering, Hooks, Skills, Plugins, and MCP servers for million-line codebases.
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Deep Dives·4 min
Can AI Agents Replace a Development Team? A Practical Guide for Non-Technical People
Can non-technical people use AI Agents to build virtual dev teams? From CEO Agent to Developer Agent, we analyze the theory vs. reality and offer a practical implementation guide.
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Product Reviews·3 min
Mavis Hands-On Review: Multi-Agent Collaboration vs. Single Agent — A Comprehensive Comparison in Academic Research and Web Development
In-depth review of Mavis multi-agent platform across academic retrieval, literature review, and web development. Multi-agent mode significantly outperforms single agents in accuracy and reliability.
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Tutorials·3 min
Hermes Agent in Practice: A Complete Breakdown from ReAct Loop to Autonomous Skill Evolution
Deep dive into Hermes Agent's four progressive cases: terminal ReAct loop, Feishu AI assistant, four-layer persistent memory, and three-stage Skill evolution with DeepSeek support.
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Tutorials·4 min
Gemini CLI with Any LLM: A Deep Dive into the EasyLLM CLI Open-Source Modification
Deep dive into how EasyLLM CLI modifies Gemini CLI to support any LLM including local models, solving account barriers, model lock-in, and data security issues with code-level API integration.
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Tutorials·4 min
Gemini CLI In-Depth Review: Real-World Experience and Tips for a Free AI Coding Tool
In-depth review of Google's open-source Gemini CLI: free tier analysis, comparison with Claude Code & Cursor, real project testing, configuration tips, and open-source architecture insights.
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Tutorials
Claude Code in Practice: Building a Yo…
·4 min
Claude Code in Practice: Building a YouTube Comment Analysis SaaS for $3 — Full Walkthrough
Learn how to build a YouTube comment analysis SaaS with Claude Code for just $3.06 — covering environment setup, CLAUDE.md, prompt techniques, and screenshot-driven UI design.
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Tutorials·3 min
The Complete Guide to Claude Code Commands: 10 Core Commands & Practical Workflows
A systematic guide to Claude Code's 10 core commands, keyboard shortcuts, CLI parameters & 4 practical workflows covering context management, code review, model switching & cost optimization.
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