Rama, R. Beyond Software Fault Prediction: A Multimodal Neuro-Symbolic and Causal Intelligence Framework for Proactive Defect Localization, Vulnerability Forecasting and Explainable Software Reliability Engineering. IJERET 2025, 6 (1), 168-174. https://doi.org/10.63282/3050-922X.IJERET-V6I1P120.