Cross-cutting · AI Lifecycle Governance
MLOps Model Registry
47 production models · Staged rollout shadow → advisory → assistive → autonomous · Drift, fairness & explainability monitoring.
1 DRIFT ALERT
Models in Registry
62
In Production
47
Autonomous
12
Drift Alerts
1
Retrains / wk
23
Staged Deployment Pipeline
Every model graduates through four stages with human-in-the-loop gates
1. SHADOW1
Cabinet Recommender
MDL-CFG-002 · v0.3.0
NDCG 0.71
2. ADVISORY1
Supplier Risk
MDL-SCM-009 · v0.9.1
AUC 0.87
3. ASSISTIVE3
Demand Forecast SKU
MDL-FCT-022 · v2.4.0
MAPE 7.8
Schedule Optimizer
MDL-PLN-031 · v1.6.2
+12% OEE
Robot Joint RUL
MDL-MNT-018 · v2.1.0
MAE 4.2d
4. AUTONOMOUS2
CNC Spindle Failure
MDL-PDM-014 · v3.2.1
94.8%
Surface Defect CV
MDL-QLT-007 · v5.0.0
98.2%
Live Model Health
Drift PSI · accuracy · latency
| Model | Stage | Version | Performance | Drift PSI | Status |
|---|---|---|---|---|---|
CNC Spindle Failure MDL-PDM-014 | AUTONOMOUS | v3.2.1 | 94.8% | 0.04 | HEALTHY |
Surface Defect CV MDL-QLT-007 | AUTONOMOUS | v5.0.0 | 98.2% | 0.02 | HEALTHY |
Demand Forecast SKU MDL-FCT-022 | ASSISTIVE | v2.4.0 | MAPE 7.8 | 0.08 | HEALTHY |
Schedule Optimizer MDL-PLN-031 | ASSISTIVE | v1.6.2 | +12% OEE | 0.11 | WATCH |
Supplier Risk MDL-SCM-009 | ADVISORY | v0.9.1 | AUC 0.87 | 0.06 | HEALTHY |
Cabinet Recommender MDL-CFG-002 | SHADOW | v0.3.0 | NDCG 0.71 | 0.18 | WATCH |
Robot Joint RUL MDL-MNT-018 | ASSISTIVE | v2.1.0 | MAE 4.2d | 0.31 | RETRAIN |
Inference Throughput · 24h
All models · requests / sec
Open Experiments
Champion vs challenger
Defect CV · ResNet → ViT
EXP-118
Forecast · XGB → TFT
EXP-117
Spindle RUL · feature v4
EXP-116
Schedule · MILP → RL
EXP-115
Responsible AI Checks
Bias · explainability · approval gates
Fairness audit (gender)all modelsOK
SHAP explainability bundled47 / 47OK
Human-in-loop gate activeASSISTIVE +OK
Kill-switch wiredAUTONOMOUSOK
Model card published41 / 47GAP
Data lineage attached47 / 47OK
Recent Promotions
Audit log
MDL-QLT-007 v5.0.0 → AUTONOMOUS
QA Lead · 2 approvers
MDL-SCM-009 v0.9.1 → ADVISORY
SC Director · 2 approvers
MDL-MNT-018 v2.1.0 retrain triggered
Auto · drift>0.3
MDL-PDM-014 v3.2.1 → AUTONOMOUS
Plant Mgr · 3 approvers