At CHAI Lab, these three research thrusts translate our Understanding-Creating-Refining framework into practical focus areas that guide every project we undertake. While our research dimensions provide the methodological foundation for how we approach conversational AI, these thrusts represent the specific areas where we believe conversational AI can have the most meaningful impact on people's lives. Each thrust reflects our commitment to building technology that enhances human capabilities and respects human values.


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Personalization

We design conversational systems that adapt to individual users—their goals, communication style, emotional state, and context. Personalization enables AI to feel less like a generic tool and more like a thoughtful companion. Whether through matching a user's personality, anticipating needs, or tailoring suggestions, our research ensures AI interactions feel meaningful and relevant.


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Collaboration

We view AI not as a replacement, but as a collaborative partner. Our systems are built to work with humans—whether they're clinicians, caregivers, researchers, or everyday users—supporting decision-making, creative work, and communication. We study how to create shared understanding between humans and machines, enabling more effective teamwork.


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Support

Our technologies are designed for people navigating complex, emotionally charged, or cognitively demanding situations. We focus on systems that support rather than distract—by handling routine tasks, reducing mental load, or offering a comforting presence. Empathy, clarity, and responsiveness are central to our design.