I have more than 20 years of invaluable industry R&D experience with a focus on cutting-edge AI technologies. My portfolio is highlighted by groundbreaking research and product development in an array of areas, including but not limited to multi-modal content generation (Generative AI), natural language processing (Foundation Models/LLMs, question answering, information extraction, and sentiment analysis), conversational AI, knowledge graph and recommendation, speech recognition, and deep learning (GNNs and DNNs).