A detailed practitioner's guide to building personal agentic AI systems. Covers the technical stack, embedding pipelines, agent architecture, memory systems, mistakes made, real costs, and why sovereignty over your own AI matters. Built by one academic with a Mac Studio and an unwillingness to wait.