Prolog is a logic programming language well-suited for symbolic problems involving objects and relations. The document introduces Prolog concepts like defining relations using facts and rules, recursive rules, how Prolog answers questions, and the declarative and procedural meanings of programs. Key points covered include using constants and variables, different clause types, matching terms, declarative versus procedural execution, and representing lists.