2026. A Lightweight Framework for Diagnostic Failure Detection and Adaptive Control in RAG Systems. International Journal of AI Electronics and Nexus Energy. 2, 2(1) (Jun. 2026), 100–114. DOI:https://doi.org/10.64751/8mhze158.