Hands-on experience with LangChain, LangGraph, CrewAI, or similar frameworks
Strong foundation in Python and microservices-based architectures
Experience with LLMs and agent frameworksHands-on experience developing and tuning RAG pipelines that rely on embeddings, vector databases, and intelligent retrieval logic.
Work on RAG-based search including data ingestion and retrieval tuning
Evaluate LLMs and agent frameworks for performance, cost, and use case suitability