H2E (Human-to-Expert Intelligence) is an adaptive AI layer co-developed with a Boeing Fellow that wires into any AI tutor or assistant. It tracks intent (IGZ), learning zone (NEZ), semantic value (SROI), and data privacy (V-RIM) in real time. This talk covers the architecture, the research (NeurIPS 2026 paper in progress), and what it means for the future of human-AI collaboration at enterprise scale.