SKill 4 - Yrs Of Exp - 6+ - vector databases Build multi-step, tool-using agents (planning, execution, memory) using frameworks such as LangChain Integrate AI systems with APIs, backend services, SKill 5 - Yrs Of Exp - 6+ - cloud platforms Establish evaluation, reliability, and performance strategies (accuracy, latency, cost).