Melissa Pinkston

Defense-in-Depth AI Governance: Combining Pre-Inference and Post-Inference Detection for Robust Safety Assurance

2026 · Open MIND

We present a defense-in-depth architecture combining two complementary proprietary governance systems — PatternWall (pre-inference adversarial prompt detection) and Sensus (post-inference multi-dimensional output evaluation) — operating at distinct points in the inference pipeline. We benchmark the …