reproducible AI outcomes and complete operational traceability. To address privacy and regulatory challenges, CUBIG integrates DTS, a zero-access synthetic data engine that generates high-utility datasets without exposing originals, and LLM Capsule, a real-time gateway that detects and masks sensitive PII before data reaches external AI models. This architecture enables enterprises to deploy AI safely while maintaining strict data governance and compliance.