Discover how to build a secure, self-hosted AI-Driven Personal Knowledge Management (PKM) system on a Virtual Private Server (VPS). Learn the step-by-step architecture to transform thousands of fragmented Markdown notes into an interconnected, semantic knowledge graph using open-source Large Language Models (LLMs) and Vector Databases, ensuring total data privacy and enterprise-grade intellectual control.