2025. Beyond Prediction: Structuring Epistemic Integrity in Artificial Reasoning Systems. Journal of Engineering and Artificial Intelligence. 1, 3 (Oct. 2025), 1–19. DOI:https://doi.org/10.64142/jeai.1.3.19.