While the initial AI "gold rush" focused on the rapid adoption of Generative AI and Large Language Models, many organizations found that implementing complex models without a solid foundation led to "accelerated errors" rather than innovation. That is the challenge Dmitrii Timoshenko addresses as an Applied Scientist at Amazon Web Services (AWS).