System and Method for AI-Based Mastery Evaluation

Executive summary of the technical framework "System and Method for AI-Based Mastery Evaluation". The framework proposes an AI-driven method for assessing learner reasoning, knowledge transfer, and conceptual coherence from interaction with educational content. This record provides a high-level summary for attribution and outreach purposes. The full technical white paper (including methods, pseudocode, model schemas, and pilot protocols) is available from the author on request and may be shared under appropriate conditions. Related resourcesAdditional preprints, theoretical frameworks, and ongoing work by the author are available at:https://murad-ahmadov.github.io/