Has built platforms before (cloud/developer/container), very strong on Kubernetes and AWS, understands AI platform concepts (MCP, RAG, AgentCore, agent runtimes). Mostly architecture, client requirements, design, and managing the engineers; 20% hands-on (POCs etc.).
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