Design and Empirical Evaluation of a Four-Layer AI Agent Architecture for Automated Web Application Security Testing.

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Bibliographic Details
Title:	Design and Empirical Evaluation of a Four-Layer AI Agent Architecture for Automated Web Application Security Testing.
Authors:	Kulambayev, Bakhytzhan^1,2, bakhytzhan.kulambaev@gmail.com, Astaubayeva, Gulnar², gulnar.astaubaeva@narxoz.kz, Mukanova, Zhanna³, zh.mukanova@turan-edu.kz, Makhmetova, Kuralay⁴, kuralay.makhmetova@astanait.edu.kz, Mambetov, Saken^5,6, s.mambetov@turan-edu.kz, Joldasbayev, Serik⁷, s.joldasbayev@iitu.edu.kz
Source:	Engineering, Technology & Applied Science Research; Apr2026, Vol. 16 Issue 2, p33582-33588, 7p
Database:	Applied Science & Technology Source

Description
ISSN:	22414487
DOI:	10.48084/etasr.16879