Discover how to architect and deploy a self-hosted, AI-driven code migration pipeline on a Virtual Private Server (VPS). This comprehensive guide covers everything from leveraging Large Language Models (LLMs) for semantic code translation to implementing automated AST validation, ensuring a secure, cost-effective, and scalable approach to transforming legacy monolithic source code into modern microservices frameworks.