Koushik Anitha Raja 2026. Continuous Evaluation & Observability for Enterprise AI Agents: A Unified Framework for LLM and ML Systems. International Journal of Computational and Experimental Science and Engineering. 12, 1 (Feb. 2026). DOI:https://doi.org/10.22399/ijcesen.4959.