Building a Rules Engine from First Principles

A powerful rules engine can be built from first principles by recasting propositional logic as a form of sparse algebra. This approach reimagines traditionally impractical truth tables by recognizing they are sparse in real-world scenarios and can be compressed using a "wildcard" notation. Logical inference is then performed through simple algebraic operations on these compressed "state vectors," providing an elegant and efficient way to manage complex business logic.