Strong experience in Data Engineering (Python, SQL, cloud data platforms)
Proven MLOps experience (MLflow, Kubeflow, SageMaker, Vertex AI, Azure ML)
Hands-on exposure to Agentic AI / LLM frameworks (LangChain, AutoGen, CrewAI, Semantic Kernel)
Experience delivering solutions on AWS, Azure, or GCP
Solid understanding of CI/CD, Docker, Kubernetes
Comfortable in client-facing and stakeholder-management roles