Despite the promises of AI, what we often ignore is the gap between a high-performing AI model and how such AI models can serve humanity. In this talk, I discuss how my research closes this gap by developing interactive systems that catalyze advances in AI to achieve three levels of human-centered objectives: aligning with human values, assimilating human intents, and augmenting human abilities.