Ahmed M, Samir A, Zaki M, Khaled M, Wael M, Fathy A. Catalyst: A Human-Supervised AI Framework for End-to-End Handwritten Assessment and Personalized Learning Support. SciNexuses. 2026;3:108-123. doi:10.61356/j.scin.2026.3677