From benchmarks to deployment: a comprehensive review of agentic AI evaluation.

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Title: From benchmarks to deployment: a comprehensive review of agentic AI evaluation.
Authors: Kehkashan, Tanzila1,2, tanzila.kehkashan@gmail.com, Abdullah, Muhammad2, malikabdmalik468@gmail.com, Al-Shamayleh, Ahmad Sami3, a.alshamayleh@ammanu.edu.jo, Ivković, Nikola4, nikola.ivkovic@foi.hr, Ismail, Nor Azman1, azman@utm.my, Ahmad, Sharifah Sakinah Syed5, sakinah@utem.edu.my, Rehman, Abdul2, m.abdulrehman.shoukat@gmail.com, Akhunzada, Adnan6, adnan.adnan@udst.edu.qa
Source: Artificial Intelligence Review; Aug2026, Vol. 59 Issue 8, p1-61, 61p
Database: Applied Science & Technology Source
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ISSN:02692821
DOI:10.1007/s10462-026-11571-0