Kumaran Ponnambalam is a technology leader with 20+ years of experience in AI/ML, Data and Analytics. His focus is on creating robust, scalable Gen AI models and services to drive effective business solutions. He is currently leading Generative AI initiatives at Outshift by Cisco, building next-generation AI innovations and products to help enterprises.