Michaela Woodall approaches artificial intelligence through the practical reality of human systems and linguistic architecture — not computer science. A business owner, author, and researcher, she spent nearly four years — reaching four this September — documenting a master framework for human-to-machine communication across more than 15,000 recorded sessions. That research became her two nonfiction books, The Navigator and The Black Box, and now forms the foundation of Vertex Privé.