With PromptShield, I engineered adversarial prompts to test LLMs across providers and uncovered a novel “encoding paradox” vulnerability. The evaluation measured a 66.7% encoding-attack success rate on Nemotron Ultra 550B versus 40.0% on Llama 3.3 70B.
I also built redforge, an automated LLM red-teaming toolkit, and AI-IDS, a network intrusion detection project. Through self-employed client work, I shipped production web applications with security protections, and I’ve contributed open-source cybersecurity tools for port visibility, vulnerability scanning, and network monitoring.

