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Taha Demirkan

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#artificial intelligence Review Oct 2026

From Requirements to Attack Trees: Grounded LLM Agents for Design-Time Security Review

Design-level security weaknesses can arise from requirements, trust assumptions, missing controls, and data flows before implementation begins. Existing security practices often identify these issues after code is written. We present a multi-agent LLM framework for design-time security analysis from product requirement...

Akash Iyer, Taha Demirkan, Keerthi Koneru et al. · 0 citations

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