Security · MLContributor
Rampart AI
Security pipeline enhancements for data exfiltration detection in production.
Highlights
- Enhanced a production AI security pipeline by implementing Kubernetes-compatible readiness and liveness endpoints with real database and ML service verification.
- Designed weighted pattern scoring for data exfiltration detection, differentiating bulk vs. targeted commands and ambiguous indicators to improve detection accuracy.
- Contributed risk-based severity classification and open-sourced detection logic to the core DataExfiltrationMonitor, shipped in a production release.
Stack
KubernetesPythonML Services