The five core skills every AI engineer needs are retrieval-augmented generation (RAG), evals, agent orchestration, vector databases and observability. Most teams are strong on one or two and blind on the rest. Here is what each one actually involves, drawn from 16 years in software engineering and 5+ years leading remote engineering teams.