#知识图谱

4 related articles

2026年6月3日·2 min

Building a Local Knowledge Graph RAG System with Dify + Neo4j: A Hands-On Guide

A hands-on guide to building a local knowledge graph RAG system using Dify, Neo4j, and Docker for multi-hop reasoning and secure local deployment.

Nature Skills: A Complete Guide to Automating Academic Paper Workflows with Claude Code

Tutorials

2026年6月2日·3 min

Nature Skills: A Complete Guide to Automating Academic Paper Workflows with Claude Code

Deep dive into the open-source Nature Skills project by a Shanghai Jiao Tong University PhD, automating 7 academic paper workflows via Claude Code's Skills mechanism with 9 Skill writing patterns.

npcpy: An Open-Source Framework That Rethinks AI Agent Development with Software Engineering Principles

Tutorials

2026年5月27日·2 min

npcpy: An Open-Source Framework That Rethinks AI Agent Development with Software Engineering Principles

Deep dive into npcpy's four-layer architecture, multi-agent collaboration, knowledge graph lifecycle management, and deployment strategies for building stable, controllable AI Agent systems.

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

Tutorials

2026年5月27日·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.