Experience Required: 7+ years of software engineering experience in cloud-based environments, with a focus on AI engineering, machine learning engineering, platform engineering, or distributed systems, including hands-on ownership of production services. Demonstrated experience designing, developing, deploying, and operating shared platforms, reusable services, or developer tools consumed by multiple engineering or data science teams.