Required
10+ yrs production ML at scale
LLM/GenAI/RAG deployment
Cloud (AWS/Azure/GCP)
Kubernetes/containerization
Agentic systems & tool orchestration
MCP servers
Strong Python
Preferred
MLOps/CI/CD
Responsible AI
Multi-step reasoning agents
Low-latency inference platforms
Mentoring exp