Generative AI, which involves AI systems creating new content and ideas such as conversations, stories, images, videos, and music, has gained significant attention in recent times. Amazon Web Services (AWS) has announced the general availability of Amazon EC2 Trn1n and Amazon EC2 Inf2 instances, which are specifically optimized for machine learning (ML) training and inference, offering high performance and cost-effectiveness. AWS has been focusing on AI and ML for over 20 years, and has played a key role in democratizing ML and making it accessible. Generative AI is powered by ML models known as Foundation Models (FMs), which are pre-trained on vast amounts of data and can be customized for specific functions. AWS aims to make generative AI easier for customers to integrate into their businesses.