The Artificial Intelligence landscape is changing at an unprecedented pace. Powerful AI tools and services have amazed both the general public as well as many seasoned AI researchers. Like all technologies, however, challenges remain. Many remaining challenges for large language models and generative AI align with strengths of knowledge graphs and semantic AI. In this talk, we will discuss topics including context, abstraction, and provenance to help motivate discussions about directions and opportunities for our field(s).