In our experience, the shift from prompt engineering to context engineering isn't about replacing roles but enhancing them. Many teams find that integrating AI agents with context-aware systems often reveals that the bottleneck is not in the technology itself but in adapting workflows to leverage the AI's full potential. A practical framework we use is mapping business processes to AI capabilities, which highlights gaps and opportunities for seamless integration. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)