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Designs and builds a shared AI platform with reusable capabilities, including multi-agent systems, internal developer tools and knowledge retrieval, in partnership with data science teams. Requires senior backend experience, production AI systems, strong Python, and Kubernetes and CI/CD skills for cloud-native deployment.