MICS Capstone Project Summer 2025

A3: Adversarial Agentic AI

A3: Adversarial Agentic AI is an interactive cybersecurity simulation and defense platform tailored for the healthcare domain, designed to test and improve network resilience against modern, LLM-powered threats. The system deploys Red Team agents to simulate prompt injection, memory leakage, and inference attacks, while Claude-based Blue Team agents provide HIPAA-aligned responses through session isolation, IO filtering, and breach detection. Delivered as a lightweight, browser-accessible graphical interface, A3 features a dynamic LLM-aware threat simulation engine, defensive modules, and comprehensive compliance mapping. Its interactive dashboard visualizes attack trajectories and regulatory gaps, while a centralized logging and reporting panel captures forensic data and exportable HIPAA documentation. By enabling cybersecurity analysts and IT managers to launch simulated AI-driven attacks, assess live defensive performance, and gain visual insights into their compliance posture, A3 empowers organizations to proactively strengthen security configurations and regulatory alignment in real time.

Last updated: July 23, 2025