James Richard, and Balaji Shankar. 2026. “Epistemic Adaptation in Self-Evolving Machine Learning Systems Under Open-World Constraints”. ISCSITR - INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING (ISCSITR-IJSRAIML) ISSN (Online): 3067-753X 7 (1): 1-7. https://iscsitr.in/index.php/ISCSITR-IJSRAIML/article/view/ISCSITR-IJSRAIML_2026_07_01_001.