Hmaizah, N., and R. Ghanim. “CONFIDENCE-DRIVEN GRAPH-OF-THOUGHT RETRIEVAL-AUGMENTED AGENTS FOR VERIFIABLE VULNERABILITY PATCH GENERATION IN MULTI-LANGUAGE LEGACY CODEBASES”. Kyzylorda Scholarly Review, vol. 3, no. 4, Sept. 2026, pp. 1-21, https://bulletin.ouk.kz/index.php/bulletin/article/view/95.