Akila Balasubramanian. “From Signals to Root Cause: A Systems Architecture for Agentic AI in Observability”. International Journal of Intelligent Systems and Applications in Engineering, vol. 14, no. 1s, Feb. 2026, pp. 1235-43, https://ijisae.org/index.php/IJISAE/article/view/8336.