[KongchangAI]

Tutorials

1401 articles

RAG Technology Full-Stack Analysis: Core Principles, Enterprise Implementation & Learning Path
Tutorials
·3 min

RAG Technology Full-Stack Analysis: Core Principles, Enterprise Implementation & Learning Path

Deep analysis of RAG technology's core principles, three key values, enterprise implementation cases, common pitfalls, and a systematic learning roadmap covering vector databases, retrieval optimization, and Knowledge Graph fusion.

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Huawei Hermes Agent Manual Explained: Five-Layer Memory Architecture and Multi-Agent Collaboration in Practice
Tutorials
·2 min

Huawei Hermes Agent Manual Explained: Five-Layer Memory Architecture and Multi-Agent Collaboration in Practice

Deep dive into Huawei's 100-page Hermes Agent manual: five-layer memory architecture solving AI amnesia, self-evolution loops for continuous optimization, and multi-agent collaboration engineering.

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Enterprise RAG Implementation: Architecture Principles and Production-Grade Optimization Guide
Tutorials
·3 min

Enterprise RAG Implementation: Architecture Principles and Production-Grade Optimization Guide

Complete guide to enterprise RAG architecture covering data indexing, vectorization, and retrieval optimization. Practical insights on chunking strategies, hybrid retrieval, and hallucination control for production-grade LLM applications.

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Getting Started with LLM Application Development from Scratch: A Complete Guide to Learning Paths and Career Directions
Tutorials
·3 min

Getting Started with LLM Application Development from Scratch: A Complete Guide to Learning Paths and Career Directions

A complete beginner's guide to LLM application development: learn the three key directions (API calling, RAG, Agent), master frameworks like LangChain, and follow a step-by-step learning path to become an AI application developer.

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Learning LLM Application Development from Scratch: A Complete Roadmap from RAG to Agent
Tutorials
·3 min

Learning LLM Application Development from Scratch: A Complete Roadmap from RAG to Agent

How to start LLM application development from scratch? A complete roadmap covering Python basics, RAG knowledge bases, and Agent development with LangChain.

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Deep Agents: Enterprise-Grade Agent Engineering and Deep Research Implementation Guide
Tutorials
·3 min

Deep Agents: Enterprise-Grade Agent Engineering and Deep Research Implementation Guide

Learn how the Deep Agents framework solves enterprise AI Agent challenges like tool sprawl and context pollution, with a complete Deep Research implementation guide covering task decomposition, multi-source integration, and structured report generation.

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GStack Tutorial: 23 Commands That Give One Person an Entire AI Development Team
Tutorials
·3 min

GStack Tutorial: 23 Commands That Give One Person an Entire AI Development Team

Deep dive into GStack, the open-source toolkit by YC President Gary Tan. 23 slash commands turn Claude Code into a full AI dev team covering product decisions to deployment.

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Decoding LLM Naming Conventions: Parameter Counts, Quantization Formats & VRAM Requirements Quick Reference
Tutorials
·3 min

Decoding LLM Naming Conventions: Parameter Counts, Quantization Formats & VRAM Requirements Quick Reference

Decode LLM naming conventions, understand 32B parameters & AWQ/GGUF quantization formats, with 4-bit VRAM estimation formulas, MOE model pitfalls, and model selection by GPU tier.

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One Command to Use GPT-5.5 for Free with OpenClaw
Tutorials
·2 min

One Command to Use GPT-5.5 for Free with OpenClaw

Learn how to configure OpenClaw AI coding assistant with one command to call OpenAI's GPT-5.5 model via the Codex plugin, reusing your GPT membership at zero extra cost.

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Running AI Models on a P106 Mining GPU: Build a Local AI Workstation for Under $10
Tutorials
·3 min

Running AI Models on a P106 Mining GPU: Build a Local AI Workstation for Under $10

Build a local AI workstation with a P106 mining GPU for under $10. Run Live Portrait and other AI models locally with full privacy, zero marginal cost, and incredible value.

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Enterprise AI Agent Four-Layer Architecture Design and PDCA Continuous Optimization Practical Guide
Tutorials
·3 min

Enterprise AI Agent Four-Layer Architecture Design and PDCA Continuous Optimization Practical Guide

Deep dive into enterprise AI Agent four-layer architecture design (User, Gateway, Agent Service, Capability layers) with PDCA optimization methodology and dual manual+automated evaluation for production-grade Agent systems.

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Frontend to AI Full-Stack: Complete Skill Tree & Learning Roadmap
Tutorials
·2 min

Frontend to AI Full-Stack: Complete Skill Tree & Learning Roadmap

A complete skill tree for frontend developers transitioning to AI full-stack engineers, covering TypeScript, NestJS, LangChain JS, RAG, vector databases, and Tauri 2 with a clear learning roadmap.

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Universal AI Prompts for Mathematical Modeling: A Zero-to-Hero Four-Stage Practical Guide
Tutorials
·3 min

Universal AI Prompts for Mathematical Modeling: A Zero-to-Hero Four-Stage Practical Guide

A detailed guide to the four-stage universal AI prompt system for mathematical modeling, covering problem analysis, innovative model construction, data processing, and model solving for competitions.

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Claude Code + Skills: A Practical Guide to 10x AI-Driven Test Case Generation
Tutorials
·3 min

Claude Code + Skills: A Practical Guide to 10x AI-Driven Test Case Generation

Learn how Claude Code combined with Skills encapsulation enables AI-driven test case generation with 10x efficiency gains, from 33 to 400+ cases through encoded expert knowledge.

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Agent Loop Explained: Solving Code Refactoring Pain Points with the ReAct Pattern
Tutorials
·3 min

Agent Loop Explained: Solving Code Refactoring Pain Points with the ReAct Pattern

Deep dive into Agent Loop, the core mechanism of AI coding tools. Learn how the ReAct pattern's reason-act-observe cycle enables autonomous multi-step code refactoring.

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Running Out of Codex Credits? AnySearch Skill Saves You Massive Token Overhead
Tutorials
·2 min

Running Out of Codex Credits? AnySearch Skill Saves You Massive Token Overhead

Real-world testing shows AnySearch Skill saves ~27% Token overhead for Codex while significantly improving search quality. Learn how it works, how to install it, and when to use it.

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AI Code Explanation: Quickly Understand Someone Else's C# Code
Tutorials
·2 min

AI Code Explanation: Quickly Understand Someone Else's C# Code

Learn how AI code explanation helps C# developers quickly understand others' code. A 3-step demo with Tongyi Lingma for code handoffs, Code Review, and legacy system maintenance.

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DIY Electronic Music Box: Building a Sound & Light Gift Box with the E101 Module
Tutorials
·2 min

DIY Electronic Music Box: Building a Sound & Light Gift Box with the E101 Module

Build an electronic music box with the E101 module, buzzer, and LEDs for synchronized sound and light effects. Ideal for premium gift boxes with low cost and easy assembly.

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