#Forge component library
71 related articles
·3 min
Complete RAG System Development Guide: Data Preprocessing, Vector Retrieval, and Output Optimization in Practice
A complete guide to building RAG systems: covering data preprocessing, vector databases, embedding models, hybrid search, re-ranking, and advanced topics like Graph RAG and multimodal RAG.
Read more →
·4 min
Claude Code Source Leak Revealed: The 5-Step AI Coding Agent Mechanism & Practical Pitfall Guide
Deep dive into Claude Code's leaked source revealing the 5-step AI coding Agent mechanism: progressive disclosure, precise indexing, surgical edits, auto-verification & graceful termination.
Read more →
·3 min
Vibe Coding in Practice: Building a Global Product from Scratch with an AI Workflow
A battle-tested AI development workflow covering Claude Code Plan Mode, documentation management, version control, and Cloudflare deployment for building global products.
Read more →
·3 min
Trae Hands-On Tutorial: Build a Full-Stack Website with Just 3 Prompts
Learn how to use ByteDance's AI coding tool Trae to build a full-stack website with just 3 prompts—covering frontend, backend API, and admin panel.
Read more →
·3 min
Five Common Claude Code Mistakes — How Many Are You Making?
Five common Claude Code mistakes developers make: copy-pasting code, skipping CLAUDE.md, inefficient prompting, ignoring docs, and poor context management — with fixes.
Read more →
·3 min
LangChain Beginner's Guide: From Environment Setup to RAG — A Complete Hands-On Walkthrough
A systematic guide to LangChain covering environment setup, model invocation, Prompt Templates, Output Parsers, LCEL chain expressions, and hands-on RAG implementation for beginners.
Read more →
·4 min
Vibe Coding Beginner's Guide: Tool Selection Across Three Categories with Practical Examples
A comprehensive guide to Vibe Coding's three tool categories: Agent frameworks, CLI Coding, and IDE tools, with practical examples including Snake game and data analysis workbench.
Read more →
·3 min
Deep Dive into Closco: The Research Automation Platform That Goes from Natural Language to Complete Reports
Deep analysis of Closco's research automation platform covering cloud sandbox architecture, self-healing execution, batch computing, and applications in computational materials science, drug design, and genomics.
Read more →
·4 min
AI Coding Skill Mechanism Explained: Making AI Work Efficiently with Professional SOP Workflows
Deep dive into the Skill mechanism in AI coding: definition, purpose, and usage. Learn how Skills differ from Agent Constitutions and enable AI to follow professional workflows for tasks like debugging, code review, and requirements analysis.
Read more →
Product Reviews·4 min
OpenClaw vs Hermes: In-Depth Comparison and Selection Guide for Open-Source AI Agent Frameworks
In-depth comparison of OpenClaw and Hermes open-source AI Agent frameworks covering architecture, memory systems, auth, plugins, and channel distribution to guide developer selection.
Read more →
Tutorials·3 min
Claude Code Hooks Explained: A Safety Net for When Rules Fail
Deep dive into Claude Code Hooks: why CLAUDE.md rules fail, and how PreCommand blocking, PostCommand reminders, and Stop Hooks form a reliable AI behavior constraint system.
Read more →
Tutorials·3 min
Claude Code Hooks Explained: A Safety Net for When Rules Fail
Deep dive into Claude Code Hooks: why CLAUDE.md rules fail and how PreCommand, PostCommand, and Stop Hooks provide a reliable safety net through on-demand context injection.
Read more →
Tutorials·3 min
Windsurf Wave 3 Hands-On: Building a Professional Landing Page with AI from Scratch
Hands-on review of Windsurf Wave 3 showing how to build an AI services landing page from scratch. Covers multi-model switching, drag-and-drop image input, Claude 3.5 Sonnet code generation, and WordPress embedding.
Read more →
Tutorials·3 min
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.
Read more →
Product Reviews·3 min
Trae + Doubao Seed 2.0 Hands-On: Building a Full-Stack Book Management System for Free
Hands-on test of Trae IDE with Doubao Seed 2.0 building a Django+Vue3 book management system for free, benchmarked against Gemini 2.5 and MiniMax models.
Read more →
Tutorials·3 min
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.
Read more →
Tutorials·3 min
Complete Vibe Coding Tutorial: 15 Key Steps to Building an AI Agent from Scratch
A systematic breakdown of 15 key steps for building AI Agents with Vibe Coding, covering environment setup, product docs, frontend UI, backend APIs, databases, and deployment.
Read more →
Tutorials·2 min
How to Fix Codex Errors: Complete Troubleshooting Guide for DeepSeek Integration, GPT Login Issues & More
Complete troubleshooting guide for Codex errors including DeepSeek integration 401 errors, SysX configuration, .env file issues, and GPT login problems.
Read more →
Tutorials·2 min
Lovable Tutorial: A Complete Guide to Building Full-Stack Web Apps with AI Conversations from Scratch
A detailed guide to the Lovable AI development platform covering prompt-based page building, database setup, auth, AI coach integration, Stripe payments, and deployment.
Read more →
Tutorials·2 min
Hermes Agent Configuration Tutorial: Build an AI Automation Workflow in Six Steps
Learn to configure Hermes Agent in 6 steps: Graphify saves 71x tokens, Smart Model Router cuts 70% costs, crawler matrix for web perception, and browser automation.
Read more →