#Retrieval-Augmented Generation
1530 related articles
Deep Dives·3 min
What Are Large Language Models? A Deep Dive into Parameters, Models, and the Essence of AI LLMs
What exactly is a large model? This article explains the essence of LLMs from the core concepts of "models" and "parameters," covering GPT parameter scales, vector dimensions, and open-source model selection.
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Product Reviews·3 min
Claude Code vs Cursor Real-World Comparison: Which Wins on an Elevator Simulator Project?
Real-world comparison of Claude Code and Cursor through an elevator scheduling simulator project — analyzing task planning, architecture understanding, code generation, and delivery quality.
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Deep Dives·4 min
AI Code Review from 30 to 80 Points: A Complete Guide to AST + RAG Architecture Challenges
Deep dive into AI code review system architecture with AST parsing, RAG retrieval, and vector databases. Learn how to boost review effectiveness from 30% to 80%.
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Tutorials·4 min
Claude 4.5 Haiku Released: A Practical Guide to 7 AI Side Hustle Monetization Methods
Claude 4.5 Haiku delivers Sonnet 4-level coding at 1/3 the cost and 2x speed. Explore 7 proven AI side hustle methods with real income data and step-by-step workflows.
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Product Reviews·3 min
GPT-OSS 120B Local Deployment Review: Comprehensive Comparison with O4 Mini on Code Generation and Reasoning
Hands-on review of OpenAI's first open-weight reasoning model GPT-OSS 120B, locally deployed via Ollama, benchmarked against O4 Mini on code generation, reasoning, and UI design.
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Product Reviews·3 min
Gemma 4 Deep Dive: Running Google's Top-Tier AI Free and Offline
Deep dive into Google's Gemma 4 open-source AI: local deployment tutorial, head-to-head comparison with ChatGPT, and offline phone demo. Four model sizes from mobile to workstation, zero-code setup via LM Studio, fully private and forever free.
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Tech Frontiers·3 min
Gemini CLI Open-Source Release: 1000 Free Daily Calls to Gemini 2.5 Pro
Google open-sources Gemini CLI terminal agent with 1000 free daily calls to Gemini 2.5 Pro and 1M token context. Anthropic Claude models join GitHub Copilot as AI dev tool competition heats up.
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Product Reviews·3 min
Rovo Agent: 20 Million Free Tokens Daily, #1 on SWE-bench AI Coding CLI Tool
Rovo Agent is Atlassian's AI coding CLI tool offering 20M free Claude 4 Sonnet tokens daily, ranked #1 on SWE-bench. Learn about its adaptive memory system, installation, and hands-on experience.
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Tutorials·4 min
2025 LLM Career Transition Roadmap: A Three-Phase Plan from Foundations → Frameworks → Real-World Projects
A systematic 2025 LLM career transition roadmap covering Python, Transformers, LangChain, LlamaIndex, RAG, Agent development, and fine-tuning across three phases achievable in 2-3 months.
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Product Reviews·3 min
Cursor Editor In-Depth Review: The AI Coding Tool with 30K+ GitHub Stars
In-depth analysis of Cursor AI code editor's core features, architecture, and real-world experience. Learn how this 30K+ Star GitHub tool boosts coding efficiency 30%-50% through intelligent code generation, full-project context understanding, and multi-model support.
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Tutorials·3 min
Getting Started with Coze: A Complete Guide to Building AI Agents from Scratch
A detailed guide to ByteDance's Coze AI development platform, covering core advantages, domestic vs. international versions, agents vs. apps, and step-by-step instructions for building AI agents from scratch.
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Tutorials·3 min
Implementing LangGraph in TypeScript: Deconstructing the Core Principles of AI Agent Frameworks from Scratch
Learn how to implement LangGraph's core design from scratch in TypeScript, covering state-graph-driven architecture, node-based orchestration, and the ReAct pattern for AI Agent development.
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Product Reviews·3 min
PaiAgent: A Lightweight AI Workflow Orchestration System Built with Vibe Coding
Deep dive into PaiAgent, a lightweight AI workflow orchestration system built with Spring AI and LangGraph4J. Explore its DAG engine design, differentiation from Dify/n8n, and Vibe Coding development insights.
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Tutorials·3 min
Google AI Studio Free Usage Guide: Experience Full-Power Gemini at Zero Cost
A complete guide to Google AI Studio's free tier — covering interface layout, Temperature and Thinking Level parameters, no-code Build apps, and quota strategies for Gemini 2.5 Pro.
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Product Reviews·3 min
How to Use Gemini 3.1 Pro in China? 5 Solutions Tested and Compared
A detailed comparison of 5 ways to use Gemini 3.1 Pro from China: Google AI Studio, Gemini official site, 2233.ai relay, API relay, and POE — analyzed by network requirements, cost, and features.
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Tutorials·4 min
Enterprise Deep Research Agent Implementation Guide: Architecture Design and Core Pain Points
A deep dive into enterprise Deep Research Agent deployment: architecture design, LangChain framework, and solutions to the top 10 pain points including tool chaos, context contamination, and cost control.
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Product Reviews·3 min
Claude 4.6 vs Gemini 3.1 Pro for Novel Writing: A Multi-Model Combo Is the Optimal Solution
Real-world comparison of Claude 4.6 Opus/Sonnet vs Gemini 3.1 Pro for AI novel writing. Multi-model workflow: Claude for outlines, Gemini for prose, with full reference-based setup process.
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Tutorials·3 min
TONGYI Lingma + EasyClick Configuration Tutorial: A Practical Guide to AI-Powered Automated Programming
Complete guide to configuring TONGYI Lingma with EasyClick (EC): plugin installation, RAG document deployment, agent import, and slash commands for AI-powered automated programming.
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Tutorials·4 min
UpCtl Technical Deep Dive: How Tmux + SSH Powers AI Agent Automated Deployment
Deep dive into UpCtl's technical implementation: Tmux Session management for stable AI Agent operation, SSH tunneling for hybrid cloud deployment, four-level knowledge base replacing vector database RAG, and Ticket workflows for automated dev-test-deploy pipelines.
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Tutorials·4 min
Vibe Coding Practical Guide: SDD (Specification-Driven Development) Reshaping Full-Stack Programming Workflows
In-depth analysis of SDD (Specification-Driven Development), the core methodology of Vibe Coding in 2025, covering the full workflow from requirements to deployment with tools like Claude Code.
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