From benchmarks to deployment: a comprehensive review of agentic AI evaluation. - Kehkashan, Tanzila; Abdullah, Muhammad; Al-Shamayleh, Ahmad Sami; Ivković, Nikola; Ismail, Nor Azman; Ahmad, Sharifah Sakinah Syed; Rehman, Abdul; Akhunzada, Adnan (Artificial Intelligence Review, 2026)