How do I transition from data science to AI engineering?

Move from analysis to production by learning the LLM serving stack (Anthropic API, OpenAI API, vLLM), retrieval augmented generation pipelines, evals pipelines, and the engineering discipline of versioning, observability, and cost control. Data science fluency in evaluation transfers; the missing skills are software engineering and inference-time systems.