Work
A selection of projects, research efforts, and deployed systems across industry and academia.
Conversational AI
Self-Learning Conversational AI
Building conversational systems that adapt from interaction history, retrieval, personalization, and longer-term memory.
Healthcare AI
Pharmacovigilance AI
Working on healthcare AI for adverse-event understanding, evidence organization, and expert-facing safety review.
Privacy AI
Privacy-Preserving Generative AI
Exploring generative AI approaches that preserve utility while protecting sensitive data.
Multimodal Systems
Multimodal Content Understanding
Connecting language, vision, and extraction systems to understand content across platform-scale and multimodal healthcare workflows.
Computer Vision
Vision Systems in Real-World Workflows
Computer vision work spanning large-scale cloud inference, face detection and recognition, fraud detection, attribute prediction, and operational perception in messy real-world workflows.
Computer Vision
Inferring Importance in Images
Understanding who matters in an image by reasoning about context, relationships, and scene structure rather than saliency alone.