In the Pyrana-on-Fabric approach, the output gateway normalizes and validates every agent response and withholds raw confidential or customer-level data unless explicitly approved so that sensitive outputs are controlled before release.

Output gateway normalizes/validates every

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

agent response; raw confidential/customer-

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

level data withheld unless explicitly

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

approved

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf