Shivani Shukla

Security Degradation in Iterative AI Code Generation -- A Systematic Analysis of the Paradox

The rapid adoption of Large Language Models(LLMs) for code generation has transformed software development, yet little attention has been given to how security vulnerabilities evolve through...

A Stochastic Differential Equation Framework for Multi-Objective LLM Interactions: Dynamical Systems Analysis with Code Generation Applications

We introduce a general stochastic differential equation framework for modelling multiobjective optimization dynamics in iterative Large Language Model (LLM) interactions. Our framework captures...

Temporal Privacy Drift in Tool-Augmented Large Language Models: A Quantitative Framework for Big Data System Security

Security Charter Effectiveness in Large Language Model Code Generation: A Multi-Phase Experimental Analysis Revealing Task-Dependent Responsiveness and Architectural Differences

Proof-Carrying Answers: A Systematic Protocol for Verifiable Retrieval-Augmented Generation with Cryptographic Provenance

Fundamental Limits of Runtime Policy Enforcement in Multi-agent AGI Systems