Prolog is a logic programming language focused on what a program needs to do rather than how it is executed, with applications starting in natural language processing since its invention in 1972 by Alain Colmerauer. Prolog programs consist of facts and rules that define relationships or properties, and it supports features like pattern-matching and meta-programming. The document also outlines the structure of Prolog programs, variable definitions, and effective naming conventions for predicates and constants.