Autograder+: A Multi-Faceted AI Framework for Rich Pedagogical Feedback in Programming Education
Autograder+ transforms automated grading into a formative learning tool by combining an LLM for generating pedagogical feedback with code visualization and prompt steering. It processes student submissions through static analysis, dynamic execution, and semantic embedding to provide instructor insights into student thinking patterns.