Build, evaluate, and deploy NLP and LLM-based systems (text classification, information extraction, retrieval/RAG). Create evaluation frameworks, golden test sets, and annotation guidelines. Analyze performance, surface failure modes, partner on production deployment/monitoring, and document best practices while collaborating with cross-functional teams.