Raw LLM Responses

JMS -- Digital engineering (with twins and simulation) is one side of a coin that has gone out of balance. On the other side? Choices abound. But carrying forward discussion and experimental interest about advantages of the knowledge era (KBS/KBE) would go a long way. In particular, truth maintenance was no more complex/complicated than the ways of late that are problematic. One issue was dissonance associated with rules and their ways, however a mere change to constraint handling (model-based approaches at their best - prototyped then - being ressurected now in the energetic/agentic move toward dominance - which needs a little wisdom) resulted in what were fanstastic (and repeatable) benefits all around. Oh yes, some of the nuances of machine learning are different; however, KBS/KBE was fully attuned to that piece of the pie with operational effectiveness. Like this latest Vatican release suggests, people are the true focus. KBS/KBE had this as it core truth (engineering, of course).