WorkArkNet Digital · 2026
Drift Sentinel
Walks ML lineage to catch upstream changes after training, and writes them up as an incident brief.
- Product design
- Dashboard
- ML tooling
Figures shown are demo data
Brief
Drift Sentinel follows DataHub lineage to see what changed upstream after a model was trained, then turns that risk into an incident brief. It was built for the DataHub Agent Hackathon.
Approach
Lime on black, with a tight hero card. The scan panel is demo data. The numbers on it are not a measured incident.
Deliverables
- Dashboard
- Hackathon interface
Designed and built at ArkNet Digital.
Figures shown are demo data