Experience with AI use case implementation| including AI agent development and orchestration| prompt engineering| retrieval-augmented generation| multimodal embeddings| MCP client server patterns| and mainstream AI tools and frameworks is a significant plus. 8 years of experience with SQL| relational data modeling| data normalization| indexing| joins| query optimization| primary and foreign keys| and data pipeline development.