White Paper: Understandable AI (UAI)
White Paper: Understandable AI (UAI) The Next AI Revolution: From Black Box to Glass Box Intelligence Document Version: 1.0.1 Date: October 26, 2023 Author: Jan Klein Architect of Understandable AI Executive Summary As artificial intelligence (AI) systems grow more powerful, they have become increasingly opaque. The prevailing "Black Box" era, which prioritizes raw computational scale, has created a critical paradox: we cannot fully trust, govern, or understand the systems we depend on. This white paper introduces Understandable AI (UAI) , a fundamental shift in AI design philosophy championed by Jan Klein. Unlike post-hoc Explainable AI (XAI), UAI embeds transparency, logical traceability, and alignment with human reasoning directly into a system's architecture. By adhering to the principle of "as simple as possible, but not simpler," UAI ensures that AI systems are not only intelligent but also inherently verifiable, auditable, and controllable. Th...