Category-Level Markdown Optimization is a singular academic contribution—such as a method, model, framework, theory, construct, dataset, task, or metric—that systematically enhances the structure, efficiency, or performance of Markdown formatting within a specific category of documents or use cases, distinguished by its focused application to categorical attributes rather than general or document-specific optimization.