How to become an AI engineer in 2026 is to master Python/software fundamentals, apply leakage-safe ML evaluation, build reliable GenAI apps with retrieval and structured outputs, and ship 2–4 deployed projects with tests, monitoring, and rollback plans to prove end-to-end ownership.