At UXAI Conf 2026, I presented a thesis I have been developing across projects involving natural language processing, machine learning, agentic systems, and generative systems: AI governance takes shape when it enters the experience. Over the past few years, I have designed intelligent systems across very different contexts: helping people explore and interpret data through natural language, making machine learning outputs easier to understand and act on [...]