Audit-Gate Adversarial Pipeline

The Bottleneck

Adversarial testing framework for AI verification. High-variance AI outputs in production environments lack a standardized "Source of Truth" for safety and logic, creating significant risk during business-critical deployments.

The Architectural Solution

I built a CI/CD-integrated harness that triggers against raw input/output pairs. The system enforces "Adversarial Logic Gates"—if the test fails the PII, bias, or truth-alignment protocols, the system creates a hard stop, flagging the instance for immediate human intervention. This ensures 100% logic-integrity before the model is deployed to the production environment.

Command Stack

Python | Streamlit | Git | CI/CD Logic-Gate Scripting