المعمارية

Who owns which data, which model version made which decision, and how any number can be audited.

Data ownership, model governance, versioning and change control across every layer. Every prediction records the model version, the input snapshot and the configuration that produced it, so a decision made eighteen months ago can be reconstructed exactly — which is what an audit, or an incident investigation, actually requires.