ML Pipeline Governance Agent
End-to-End Observability and Drift Protection
LIVE
Next run in: --
System Health
100%
HEALTHY
SLA Compliance
100%
Pipeline runs on-time
Business:
PROTECTED
Pipeline Runs Today
0
Total
0
Failed
Last success:
—
Current Status
IDLE
Waiting for next scheduled run
Model Registry
Active Model:
Personalization
Churn
Port-out
Fraud
Model ID
—
Version
—
Last Trained
—
Owner
—
Model Performance — Current vs Previous Week
AUC
—
Prev: —
—
Accuracy
—
Prev: —
—
Precision
—
Prev: —
—
Recall
—
Prev: —
—
Controls
PAUSE
INJECT DRIFT
INJECT FAILURE
RESET
Simulate Issue:
— Select —
Missing Data
Data Drift Spike
Volume Drop
Schema Mismatch
Model Failure
Performance Drop
RUN
Speed:
Normal
Fast
■ PIPELINE PAUSED — CIRCUIT BREAKER ACTIVE
All downstream stages blocked. Data integrity and business consumption protected.
Critical failure detected
DS Team Revalidating...
15
Pipeline will resume from failed stage after validation
Pipeline Flow — Observability Gates Active
Drift Detection Monitor
0%
Drift Score (threshold 8%)
15%
8%
3.0%
Current drift score
NORMAL
DRIFT DETECTED — PIPELINE BLOCKED
Drift History (last 10 runs)
Event Timeline
0 events
Waiting for pipeline activity...
Incident Management
0 incidents
No incidents — pipeline operating normally
Root Cause & Recommendation
Select an incident to view analysis