40 Generative AI Interview Questions That Actually Get Asked in 2026 (With Answers)

A practitioner’s guide to cracking senior GenAI/LLM engineering roles - from RAG pipelines to multi-agent orchestration I’ve been in AI/ML for eight years. In the last two, almost every interview I’ve sat in - whether for senior data science, ML engineering, or AI product roles - has shifted toward Generative AI. The questions aren’t theoretical anymore. Interviewers want to know if you’ve actually built something: a RAG pipeline that didn’t hallucinate, a multi-agent system that didn’t deadlock, an LLM evaluation suite that caught regressions before production did.