Melnyk, S. 2026. Bounded Determinism: A Framework for Analyzing the Operational, Functional, And Architectural Limits of LLM Inference. The American Journal of Engineering and Technology. 8, 03 (Mar. 2026), 136–143. DOI:https://doi.org/10.37547/tajet/Volume08Issue03-09.