#RAG knowledge base
3708 related articles
Product Reviews·1 min
Gemini 3 Flash In-Depth Review: Comprehensive Testing of Coding, Multimodal, and Writing Capabilities
In-depth review of Google Gemini 3 Flash's real-world performance in coding, multimodal understanding, and writing. Covers benchmark analysis, Cursor programming tests, and practical tips.
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Product Reviews·1 min
Xiaozhi ESP32 Backend Rewritten in Go: Building a High-Concurrency AI Voice Interaction Service
Deep dive into xiaozhi-esp32-server-golang: a Go rewrite of the Xiaozhi ESP32 backend with WebSocket/MQTT, voiceprint recognition, MCP calls & more.
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Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf — why the same model delivers different experiences. Includes hybrid workflow tips, project-building guide, and 2025 AI coding tool selection advice.
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Product Reviews·3 min
Gemini 2.5 Pro Coding Test: Crushes Claude at Rust Refactoring, Falls Flat on Frontend
In-depth coding tests of Gemini 2.5 Pro covering pixel games, Ultimate Tic-Tac-Toe, Rust refactoring, and landing pages. Crushes Claude at Rust but struggles with frontend development.
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Tutorials·4 min
Windsurf Credit Refill Plugin Hands-On: Auto Credit Refresh + Multi-Window Concurrency Tutorial
Hands-on review of Windsurf refill plugin: auto credit refresh, seamless account switching, and persistent conversations. Compares script injection vs MCP approaches with multi-window concurrency tips and risk warnings.
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Tutorials·4 min
OMO Plugin in Action: Sisyphus Multi-Agent Collaboration for Building an AI Programming Team
Deep dive into the Oh My OpenCode (OMO) plugin's Sisyphus multi-agent system for intelligent AI model scheduling and collaborative development, with practical demos.
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Deep Dives·3 min
Should AI Output Markdown or HTML? Two Dimensions to Help You Choose Quickly
Should AI output Markdown or HTML? This article provides a clear format selection framework using two dimensions—content maintenance lifecycle and reading comprehension efficiency—with practical scenarios and a comparison table.
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Tutorials·4 min
AI Agent Memory Architecture Design: Four-Layer Partitioning + Bitemporal Modeling Practical Guide
A deep dive into production-grade AI Agent memory architecture covering four-layer partitioning, bitemporal modeling, and skill extraction to eliminate hallucinations and historical amnesia.
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Product Reviews·3 min
Guyu Maker Learning Mode: Simplifying Programming for Beginners by Doing Less
Guyu Maker's Learning Mode hides unnecessary blocks and simplifies the coding interface, helping beginners focus on program logic. Teachers use share codes to control block sets for progressive, scaffolded programming instruction.
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Deep Dives·1 min
Beginner's Guide to AI Agents: Core Principles, Technical Architecture, and Application Scenarios Explained
A systematic guide to AI Agents covering core principles of perception, decision-making, and action, plus the technical stack of LLMs, tool calling, memory systems, and RAG, with real-world use cases.
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Tutorials·2 min
Double Your AI Coding Efficiency: Practical Tips for Using HTML Instead of Markdown
Discover a new AI Coding trend: have AI generate interactive HTML pages instead of Markdown docs. Covers meeting notes to dashboards, competitive analysis, demos, and prompt templates.
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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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Product Reviews·2 min
20-Year Veteran Programmer Uses Claude Code to Refactor Legacy Code: From One Week to One Hour
A 20-year automotive developer shares 2 months with Claude Code: vehicle interface testing from 1 week to 1 hour, 2500-line legacy AC module fully refactored in 2 weeks.
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Tutorials·2 min
GLM5 Coding Plan Hands-On Review: Only $84/Year with Full Setup Tutorial & Pro Tips
Hands-on review of GLM5 coding subscription at just $84/year — roughly 1/10 of Claude Code. Covers setup for Kilo CLI, VSCode, Cloud Code, plus tips on controlling reasoning depth and avoiding context rot.
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Tutorials·2 min
Streamlining AI Agents from 10 to 5: How the Single Responsibility Principle Doubled Efficiency — A Practical Retrospective
Real-world guide to streamlining AI Agents from 10 to 5 using the Single Responsibility Principle, doubling efficiency with focused agents for memory, design, copy, video, and publishing.
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Tutorials·1 min
VibeCoding Office Automation in Practice: A Complete Guide to Markdown-to-Word, AI Skills, and VBA Macros
A hands-on guide to VibeCoding office automation: Markdown-to-Word online tool development, python-docx AI Skills, VBA macros, and Electron desktop packaging.
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Product Reviews·2 min
GPT-5.5 In-Depth Review: Real-World Performance in Coding, Research, and Presentations
In-depth hands-on review of GPT-5.5's real-world performance in coding, data analysis, presentation generation, and visualization — with comparison to o4-mini and best-practice prompting tips.
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Tutorials·1 min
LangGraph 1.0.5 Tutorial: Master AI Agent Orchestration & Multi-Agent Systems in Six Lessons
Complete guide to LangGraph 1.0.5 tutorial series covering durable execution, memory management, Human in the Loop, streaming, time travel, and multi-agent collaboration.
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Product Reviews·2 min
Qoder 1.0 In-Depth Review: How Good Is This AI Autonomous Coding Platform Really?
In-depth review of Alibaba's Qoder 1.0: Quest task units, Multi-Agent expert teams, Knowledge Engine, and comparison with Codex, Claude Code, and other competitors.
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Deep Dives·2 min
LangChain Core Architecture Explained: A Practical Guide to Its Five Key Modules
Deep dive into LangChain's five core modules: Model I/O, Data Connection & Retrieval, Chains, Agents, and Memory. Learn RAG workflows, Agent decision-making, and practical AI app development.
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