Artificial intelligence is more complex than any technology wave before it. Today, writing code and scaling infrastructure seem easy, but that simplicity hides many hidden decisions. The real challenges now involve judgment, coordination, and systems thinking. A new role called the “AI engineer” is emerging. This person focuses on applying large language models (LLMs) using










