Sampath, Arpakkam Karuppan. “Predictive DevSecOps Intelligence With Machine Learning Based Failure Forecasting for Autonomous CI CD Pipeline Optimization”. International Journal of Technology, Management and Humanities, vol. 11, no. 04, Dec. 2025, pp. 241-8, https://doi.org/10.21590/.