Career transitions matter because they mark the problems a person is choosing to solve next. This chapter represented a move toward more serious AI systems work: automation, workflow intelligence, operational design, and enterprise adoption.

The direction has remained consistent: build AI systems that are useful in practice, not just impressive in isolation.