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Research

Privacy-preserving AI, AI system reliability, and the security of machine learning deployments.

Areas

• Privacy-preserving AI gateways: detecting PII, malicious prompts, and unsafe outputs in traffic between clients and AI services.
• AI reliability and ethical deployment: including dependency resolution with DAG algorithms to guarantee correct execution across components.
• Performance tradeoffs: evaluating the efficiency of compute-intensive deep learning models.

Publications

• 2026 · thesis

  A Privacy-Preserving AI Secure Gateway

  Benson Jengela. MS Capstone, Indiana University South Bend.