# LLM

Claude Code Keeps Forgetting Everything? Build an AI Project Manager with 3 Documents and 4 Commands

Fix Claude Code's amnesia problem. Use 3 documents and 4 slash commands to transform AI from a stateless code assistant into a project manager with memory, boosting efficiency 13x.

Product Reviews

Red Alert "Hair Trigger" Map Guide: Oi…

Red Alert "Hair Trigger" Map Guide: Oil Derrick Mind Games and Prism Tank Breakthrough Strategies

In-depth guide to the Red Alert custom map "Hair Trigger" — covering low-HP oil derrick mind games, chimney defense systems, Prism Tank breakthroughs, and naval supremacy strategies for multiplayer victory.

Spring AI Alibaba MCP Integration in P…

Spring AI Alibaba MCP Integration in Practice: Full Workflow from Server Setup to Client Invocation

Learn how Java developers can build MCP Server and Client using Spring AI Alibaba, define tools with @Tool annotations, and integrate with AI clients like Trae for LLM-powered business data access.

The AI Market Is Expanding Rapidly: Why a Growing Pie Matters More Than Fighting Over Slices

The AI Market Is Expanding Rapidly: Why a Growing Pie Matters More Than Fighting Over Slices

The global AI market is expanding at a CAGR exceeding 35%, creating new demand across nearly every segment. This article analyzes the core logic of AI's expanding market and key takeaways for practitioners and investors.

Is Context Engineering the Core of Age…

Is Context Engineering the Core of Agent Development? A Deep Dive into a High-Frequency Interview Question

Deep dive into a top LLM interview question: Is context engineering the core of Agent development? Covers five context modules, four pain points, and advanced solutions.

Building a Fully Automated Coding Agen…

Building a Fully Automated Coding Agent with n8n: From Issue to PR with Zero Human Intervention

Learn how to build a fully automated coding Agent with n8n workflows — from Slack messages to GitHub Issues, AI auto-coding, and PR submission, all hands-free.

Product Reviews

The AI Website Building Era: Do Busine…

The AI Website Building Era: Do Businesses Still Need Technical Teams?

AI website builders let businesses launch sites without technical teams, but complex needs still require professional development. This article analyzes use cases, limitations, and decision-making advice.

Tech Frontiers

AI Weekly: Claude Code Review, Gemma 4…

AI Weekly: Claude Code Review, Gemma 4 Leak & DeepSeek V4 Delayed

Weekly AI roundup: Anthropic launches Claude Code review, Google Gemma 4 leaks with MoE architecture, DeepSeek V4 delayed again, Microsoft Copilot Cowork reshapes collaboration, and OpenAI acquires PromptFool.

Risks of AI Account Rotation Tools Exp…

Risks of AI Account Rotation Tools Exposed: Security Threats Behind the Gray Market

Deep dive into how AI quota-cracking tools work, exposing the legal, compliance, and data security risks behind account rotation gray markets, with legitimate alternatives like API pay-per-use and subscription upgrades.

Replit Partners with Visa: How AI Agentic Payments Are Reshaping the Future of Transactions

Replit Partners with Visa: How AI Agentic Payments Are Reshaping the Future of Transactions

Replit partners with Visa to explore AI Agentic Payments. Learn how AI agents can autonomously complete payments and what this means for developers and fintech.

Vibe Coding in Practice: From Idea to …

Vibe Coding in Practice: From Idea to Deployment in Just Five Steps

A detailed guide to the complete Vibe Coding workflow: design UI with Google Stitch, generate frontend with AI Studio, build backend with AntiGravity—go from idea to deployed app in five steps with zero coding experience.

Deep Dives

CodeRAG Technical Deep Dive: Four Core…

CodeRAG Technical Deep Dive: Four Core Components That Help AI Truly Understand Your Codebase

Deep dive into CodeRAG's four core technologies: vector similarity search, file system tools, Code Knowledge Graph (CKG), and DeepWiki — how they work together to help AI coding assistants truly understand enterprise codebases and eliminate hallucinations.

Product Reviews

Comprehensive Review of 10 Mainstream …

Comprehensive Review of 10 Mainstream AI Coding Tools: How to Choose from Cursor to Claude Code

In-depth comparison of 10 AI coding tools including GitHub Copilot, Cursor, Claude Code, and Windsurf, analyzed across features, target users, and pricing to help developers choose the right AI assistant.

Bolt + Expo in Practice: A Complete Tu…

Bolt + Expo in Practice: A Complete Tutorial on Developing Mobile Apps with AI-Generated Code

Complete guide to building mobile apps with Bolt and Expo: AI code generation, local debugging, EAS cloud builds, and App Store deployment steps explained.

Gemini CLI Shutdown: A 100K-Star Proje…

Gemini CLI Shutdown: A 100K-Star Project Killed Overnight — Three Alternatives Compared

Google's Gemini CLI shut down overnight despite 100K Stars. Compare three alternatives — Claude Code, Aider, and Cline — to find sustainable terminal AI coding tools and avoid vendor lock-in.

Vibe Engineering in Practice: AI Evolv…

Vibe Engineering in Practice: AI Evolves from Code Generator to Programming Teammate

A deep dive into Vibe Engineering principles: context engineering, sub-agent collaboration, autonomous testing loops, plus OpenAI's case study of a 12-hour Kotlin-to-Rust rewrite.

pnpm Monorepo Full-Stack AI Engineerin…

pnpm Monorepo Full-Stack AI Engineering in Practice: Building a Multimodal Conversation System

Learn how to build a full-stack multimodal AI conversation system using pnpm Monorepo architecture, covering local model integration, image understanding, and streaming chat.

Review of a 648-Episode Complete Pytho…

Review of a 648-Episode Complete Python Tutorial: Is It Worth Learning from Zero to AI Applications?

In-depth review of a 648-episode Python tutorial on Bilibili, analyzing its three-stage course structure, resource quality, and learning effectiveness with practical study tips for beginners.

Qoder's Context Engineering in Practic…

Qoder's Context Engineering in Practice: Four-Layer Retrieval Engine and Memory System Architecture

Deep analysis of Qoder's (Tongyi Lingma international edition) context engineering architecture, including its four-layer retrieval engine, memory engine, context caching, and core product design.

Building AI Agents with Node.js: Repla…