First-Order Logic (FOL) is a formal system within Artificial Intelligence that expands propositional logic by introducing quantifiers like "for all" and "there exists," along with predicates that express properties and relations among objects. This allows more precise and expressive representations of knowledge, enabling reasoning about individual elements within a domain, making it fundamental for logic-based AI systems.