#code comprehension
792 related articles
Tutorials·2 min
Spring AI 2.0 in Practice: Build a RAG Knowledge Base Q&A System in One Hour
Build a RAG enterprise knowledge base Q&A system from scratch using Spring AI 2.0 and Cursor AI. Covers Ollama local LLM deployment, Redis vector database, document parsing, vectorization, and intelligent retrieval.
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Tutorials·2 min
AI Reverse Engineering in Practice: Cracking Modified SHA-1 and 20,000+ Lines of Obfuscated Code in One Shot
Learn how to use AI tools to crack modified SHA-1 algorithms and 20,000+ lines of obfuscated JS code, reducing hours of traditional reverse engineering to just 20 minutes.
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Tutorials·2 min
Credit Pre-check Mechanism for AI SaaS: The Right Way to Prevent Freeloading
Learn how to implement credit pre-check mechanisms in AI SaaS products, including backend balance verification, HTTP 402 handling, frontend recharge guidance, and advanced anti-abuse strategies.
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Tutorials·2 min
Claude Code and Vibe Coding: A Complete Guide to Writing Code with AI from Scratch
A deep dive into Claude Code CLI and Vibe Coding philosophy. Learn why developers prefer Claude for coding and how beginners can use natural language to generate high-quality code with AI.
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Product Reviews·2 min
CodeGraph: Give AI a Code Map to End Blind Searching in Large Repositories
CodeGraph is a local code semantic indexing tool that provides AI coding agents with code relationship maps via MCP, reducing costs by 35% and tool calls by 70% in large repositories.
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Tutorials·2 min
Harness AI Engineering Programming: A Practical Guide to Building Enterprise-Grade Projects with Claude Code
A deep dive into the Harness AI Engineering Programming framework — how to use Claude Code with VS Code for enterprise-grade development, covering architecture, task decomposition, and quality gates.
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Product Reviews·2 min
Codex vs. Cloud Code: An In-Depth Comparison — How to Choose Your AI Coding Tool in 2025
In-depth comparison of Codex APP, Cloud Code, and Cursor — pricing, stability, and capabilities from frontend UI to backend logic — to help developers choose the right AI coding assistant.
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Tech Frontiers·1 min
Gemini 3.5 Flash Released: How Google Balances AI Model Speed and Capability
Google releases Gemini 3.5 Flash, optimizing the balance between speed and capability. Analysis of Flash series evolution, comparisons with GPT-4o mini, and practical value for developers.
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Product Reviews·1 min
Qwen3.6-27B Open-Source Model Review: Flagship-Level Code and Multimodal Capabilities with Just 27B Parameters
Deep dive into Alibaba's Qwen3.6-27B: a 27B dense model delivering flagship-level code generation and multimodal capabilities on a single GPU with INT4 quantization.
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Tutorials·2 min
Hermes + Qwen3.6 Local Deployment Tutorial: Build Your Private AI Agent at Zero Cost
Step-by-step tutorial to deploy Hermes Agent with Qwen3.6 open-source LLM locally. Covers WSL setup, model download, Telegram bot integration for a zero-cost private AI Agent.
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Industry Insights·2 min
Enterprise LLM Selection Guide: In-Depth Comparison of Llama 3.1, Qwen 2.5, and DeepSeek
How should enterprises choose open-source LLMs? This guide compares Llama 3.1, Qwen 2.5, DeepSeek, and Mistral across model capabilities, hardware requirements, and business scenarios.
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Product Reviews·2 min
GitHub Copilot CLI In-Depth Review: A Free Terminal Coding Agent Powered by Claude Sonnet
In-depth review of GitHub Copilot CLI public preview: a free terminal coding agent powered by Claude Sonnet with no rate limits, tested against Claude Code across four real coding tasks.
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Tech Frontiers·1 min
GitHub Universe 2024: Full Breakdown of Copilot Multi-Model Support, Multi-File Editing & Spark
Deep dive into GitHub Universe 2024: Copilot adds Claude 3.5 Sonnet, Gemini multi-model support, VS Code multi-file editing rivaling Cursor, and the new AI micro-app tool Spark launches.
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Tutorials·2 min
GitHub Copilot CLI Hands-On Tutorial: Complete Guide from Installation to Auto-Creating PRs
Complete guide to GitHub Copilot CLI: installation, MCP extensions, and Agentic Coding demo building a Windows 95 simulator with auto GitHub repo creation and PR workflow.
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Tutorials·2 min
Free Claude Code: Tutorial on Using Opus Model for Free via GitHub Student Verification
Learn how to get free Claude Opus access in Claude Code via GitHub Student verification and AnyGuardianManager proxy, with full setup steps and caveats.
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Product Reviews·2 min
ContextWeaver: Building Local Code Intelligence Retrieval for LLMs with MCP + Tree-sitter
ContextWeaver is an open-source AI coding tool using MCP protocol, Tree-sitter parsing, and vector search to provide LLMs with precise local codebase context retrieval for intelligent development.
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Deep Dives·2 min
How to Add Deep Research Skills to AI Agent Frameworks: NVIDIA's Skill-Based Architecture Explained
Explore NVIDIA's Deep Research Skill approach for embedding deep research capabilities as skill modules into AI Agent frameworks like Claude Code and LangChain, enabling goal decomposition, multi-source retrieval, and knowledge synthesis.
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Tutorials·4 min
Save Windsurf Credits: MCP Plugin Extends Each Conversation by 5–6 Extra Interactions
How to save Windsurf credits using an MCP plugin that extends each conversation by 5–6 interactions. Covers setup, core principles, ban risks, and security tips.
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Tutorials·3 min
Cursor/Windsurf Rules Configuration Guide: Generate Consistent UI Components with AI
Learn how to write Rules files in Cursor and Windsurf to generate consistent UI components with AI. Includes Apple Liquid Glass style case study, writing tips, and best practices for Angular, React, and Vue.
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Product Reviews·1 min
Three PDF Agent Skills Tested: One-Click Generation of Bilibili Video Notes & Technical Manuals
Hands-on testing of Bilibili Render PDF, MiniMax PDF, and Any2PDF Agent Skills for auto-generating video notes, professional docs, and brand-level PDFs.
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