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Bhavesh B. Prajapati

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Review Open access Aug 2026

Defensive Reverse Engineering of LLM Applications: A Black-Box Framework for Security Risk Scoring and Mitigation

D-RELLM is presented, a defensive reverse-engineering framework for black-box security assessment of deployed LLM applications that treats the deployed application as a socio-technical system whose risk depends on instruction hierarchy, retrieval trust, authorization, tool agency, output handling, monitoring, and operational controls.

Bhavesh B. Prajapati, Bhavya Shah · 0 citations