An AI engineer isn't just someone who writes good prompts. The more important skill is context engineering — knowing precisely how much information to feed a model, when to feed it, and how to structure it. Beyond that, AI engineers must constantly choose between single-agent and multi-agent architectures, with no established right answer yet.