The framework that governs itself.
H2E is an adaptive intelligence layer that wires Semantic ROI, Normalized Expert Zone, Intent Governance, and Virtual Resource Integrity into every AI interaction. The H2E Association is the living research community behind it.
Measures real learning value per interaction — not engagement, retention.
Adaptive ZPD — flow, scaffold, challenge, consolidate based on live state.
Classifies student intent and governs AI behavior — refuses, redirects, deepens.
Multi-tenant data partitioning so AI can never leak across organizational boundaries.
Authorship
Co-developed by Wilson Guenther (founder, Drivia) and Frank Morales (Boeing Fellow, NeurIPS 2026). The Drivia platform is the reference implementation — every member who joins the Association is standing inside the system the framework runs on.