The Department of the Air Force (DAF) stands at a critical inflection point. As AI transitions from a "back-office" efficiency tool to a "everywhere-at-the-edge" requirement, the U.S. Air Force and U.S. Space Force must fundamentally re-engineer the military and civilian workforce development and management lifecycle. This dual brief with a retired GO and SES who are now in industry, will explore how the DAF should move beyond simple "AI literacy" to a model of Human-Machine Teaming Mastery, focusing on the 2026 mandates for cyber workforce modernization, technical career incentives, and the cultural shift required to dominate as a "AI-driven workforce."  Will use real world examples in AI-driven RMF and Data-First cultures to drive key points home.  The bottom-line is that the rise of AI does not replace the human warfighter; it raises the floor of required technical competency and it shifts our workforce designs.