The Senior Manager contributes practical systems engineering expertise across hybrid cloud, SaaS, high-performance computing (HPC), containerized environments, data pipeline integration, platform observability, and emerging AI architecture patterns including Retrieval-Augmented Generation (RAG), secure AI gateway patterns, agentic workflow orchestration, and multi-modal integration patterns. Applied knowledge of ML / AI / genAI implementation patterns, including retrieval-augmented generation (RAG), embeddings, vector databases, semantic search, model integration, prompt / response controls, secure AI gateways, and agentic workflow orchestration.