# knowledge base

Gemini 2.5 Pro 0605 Hands-On Comparison with o3 and Claude Opus 4: Full Evaluation Across Coding, Reasoning, and Writing

Hands-on testing of Gemini 2.5 Pro 0605 across coding, reasoning, creative writing, and app development, compared head-to-head with OpenAI o3 and Claude Opus 4.

Deep Dives

memU Memory Framework Explained: Unify…

memU Memory Framework Explained: Unifying Multi-Modal Agent Memory with a File System

Deep dive into the memU open-source memory framework: how it organizes Agent memory as a file system with three-layer semantic abstraction, dual-loop collaboration, and two retrieval modes.

AI Programming in Practice: A Complete…

AI Programming in Practice: A Complete Breakdown of Building a Website from Scratch in 7 Days

A developer used Claude Code and DeepSeek to build and deploy a complete website from scratch in 7 days. 99% AI-written code, AI-generated data, with full process breakdown and cost analysis.

UE5 + AI in Practice: Using MCP to Bri…

2026年5月29日·2 min

UE5 + AI in Practice: Using MCP to Bridge Blueprint and C++ Development Workflows

Hands-on guide: Using AI tool OpenCode with Unreal Engine MCP to automate C++ coding and Blueprint operations, with workflow best practices and lessons learned.

The Complete Guide to Spring AI: A Ful…

The Complete Guide to Spring AI: A Full Learning Path for Java Engineers Building AI Applications

A comprehensive guide to Spring AI covering LLM integration, prompt engineering, RAG knowledge bases, and five AI Agent patterns, with three enterprise projects for Java engineers.

Cursor: Build a Professional UI Design…

Cursor: Build a Professional UI Design System in Three Steps — Complete Tutorial

Senior designer shares a proven 3-step prompt workflow: extract design language from Dribbble screenshots, generate structured Design.json specs in Cursor, and let AI coding tools precisely replicate professional UI design systems.

Harness Engineering: A Practical Guide…

Harness Engineering: A Practical Guide to AI Programming — From Prompts to Mastery

Explore the three stages of AI programming evolution: from Prompt Engineering to Context Engineering to Harness Engineering. Master enterprise-grade AI coding with Cloud Code + VS Code.

Claude Code: 19 Essential Commands Exp…

Claude Code: 19 Essential Commands Explained with Practical Tips to Avoid Common Pitfalls

A deep dive into 19 essential Claude Code commands across conversation management, settings, utilities, permissions, and plugins, plus a golden workflow to double your dev productivity.

Tech Frontiers

OpenAI Partners with Brazilian Media G…

OpenAI Partners with Brazilian Media Giants Grupo Folha and Grupo UOL for Content Collaboration

OpenAI partners with Brazil's Grupo Folha and Grupo UOL to integrate quality Portuguese news into ChatGPT, emphasizing attribution and transparency in its latest global media expansion.

Open-Source MCP Tool: A Definitive Sol…

Open-Source MCP Tool: A Definitive Solution to AI Coding Hallucinations

Explore the open-source MCP tool with 20K+ GitHub Stars that eliminates AI coding hallucinations by fetching real-time official docs for Cursor and VS Code.

Context Mode: How One MCP Plugin Cured…

Context Mode: How One MCP Plugin Cured AI Coding Assistants' Amnesia

Context Mode solves AI coding assistants' context amnesia via sandbox isolation, session continuity tracking, and code-thinking philosophy—compressing context consumption by 99% and earning 9,700 Stars in two months.

Warp Terminal Deep Dive: A Smart Comma…

Warp Terminal Deep Dive: A Smart Command-Line Tool with Built-in AI Agent

Deep dive into Warp intelligent terminal, a high-performance CLI tool built with Rust. Explore Agent Mode for natural language commands, smart debugging, Warp Drive team collaboration, and how it differs from Cursor and other AI coding tools.

LangGraph Multi-Agent Architecture: Core Principles and Enterprise-Level Implementation Guide

LangGraph Multi-Agent Architecture: Core Principles and Enterprise-Level Implementation Guide

Deep dive into LangGraph multi-agent architecture covering Graph structure principles, MCP service integration, Time Travel debugging, and supervised multi-agent enterprise implementation patterns.

Building Your AI Second Brain: A Zero-Code Deployment Guide with Local Database + MCP

Building Your AI Second Brain: A Zero-Code Deployment Guide with Local Database + MCP

Learn how to build a personal AI knowledge base with local vector databases, MCP protocol, and Obsidian. Achieve semantic retrieval and auto-ingestion with zero-code deployment in one hour.

Pair AI Integrates 6 Major Tools to Build an AI Coding Super Editor

Pair AI Integrates 6 Major Tools to Build an AI Coding Super Editor

Pair AI natively integrates 6 AI coding tools—Roo Code, SuperMaven, Perplexity, Memo, Continue—into one editor starting at $15/month, competing with Cursor and Windsurf.

Single-Agent vs Multi-Agent: A Three-Step Decision Framework for Choosing the Right Architecture

Deep Dives

Single-Agent vs Multi-Agent: A Three-Step Decision Framework for Choosing the Right Architecture

Based on Anthropic's engineering practices, a detailed three-step decision framework for single-agent vs multi-agent architecture: bottleneck identification, technical feasibility, and business value filtering.

Career Progression in AI/LLM Application Development: Four Stages from Beginner to 40K Monthly Salary

Career Progression in AI/LLM Application Development: Four Stages from Beginner to 40K Monthly Salary

A systematic four-stage career path for AI/LLM application development: from RAG and Agent fundamentals to architecture design, helping developers transition to AI roles targeting 40K+ monthly salary.

Google Jules 2.0 Major Upgrade: Deep Dive into Seven New Features

Google Jules 2.0 Major Upgrade: Deep Dive into Seven New Features

Google's AI coding assistant Jules exits Beta with environment snapshots, Critic Agent reinforcement learning code review, interactive planning, web preview, web search, and more.

Complete Breakdown of Andrew Ng's LangChain Course: Five Core Components and Hands-On Guide

Complete Breakdown of Andrew Ng's LangChain Course: Five Core Components and Hands-On Guide

Deep dive into Andrew Ng and Harrison Chase's LangChain course, covering the five core components—Models, Prompts, Indexes, Chains, and Agents—to help developers master LLM app development.

Coze Beginner's Guide: A Complete Tutorial for Building AI Agents with Zero Code