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The Software Development Engineer (ML) role involves joining a team of engineers and scientists dedicated to developing advanced algorithms and behavioral models for Amazon Stores using large language models (LLMs) and machine learning techniques. The position focuses on leveraging cutting-edge technologies to enhance AI capabilities and improve customer experience in a fast-paced environment.