Practical expertise in semantic search, embeddings, approximate nearest-neighbor retrieval, neural hybrid ranking, relevance evaluation, retrieval-augmented generation (RAG), grounding strategies, prompt design, citations, guardrails, and fallback patterns. The position combines technical leadership with hands-on engineering, focusing on search relevance, retrieval optimization, conversational AI, and enterprise search integrations across web, content, commerce, and AI platforms.