Keep engineering audit trails for model uploads

Engineers lose model upload provenance when events go unrecorded, causing audit gaps. This logs each upload into a lifecycle table so engineering and ops can verify provenance.

Overview

Unrecorded model uploads create audit gaps and deployment risk for engineering organizations. This workflow captures every upload as a timestamped lifecycle record and alerts engineering and ops, creating a centralized audit trail so provenance is verifiable and untracked deployments are prevented.

Notable Features

Record uploads as lifecycle entries
Attach uploader and project metadata
Notify engineering and ops channels