Jason Brooks and Stephen Hensley 2026. Empowering Sequential Decision Intelligence via Long Term Memory Augmentation and Recurrent Reinforcement Learning within Large Language Model Architectures. International Journal of Artificial Intelligence Research. 1, 2 (May 2026). DOI:https://doi.org/10.66280/ijair.v1i2.150.