2026. Development of Predictive Software Defect Detection Models Using Machine Learning Techniques across Different Phases of the Software Development Life Cycle. Annual Methodological Archive Research Review. 4, 4 (Apr. 2026), 1–22. DOI:https://doi.org/10.66021/.