"The Cat Sat On The Mat." Or Did He?

The example that follows is adapted from a chapter on Mechanics of Probabilistic Inference in my upcoming book, GenAISys in Practice: Architecting Controlled, High-Reliability AI Systems. This version is intentionally simplified for clarity. The book...