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

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Title: Design and Empirical Evaluation of a Four-Layer AI Agent Architecture for Automated Web Application Security Testing.
Authors: Kulambayev, Bakhytzhan1,2, 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, Saken5,6, 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
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 194189296
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PubType: Academic Journal
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PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=194189296
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        Value: 10.48084/etasr.16879
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        Text: English
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              Text: Apr2026
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