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Live Alerts
criticalLane US-WEST-204 margin -4.8% vs forecast· 12s agohighCarrier ARX detention spike (+27% 24h)· 1m agomedFuel surcharge drift detected — EU corridor· 3m agohighContract #4821 nearing margin floor (2.1%)· 6m agolowModel v3.2 latency p95 above 180ms· 11m agocriticalAnomaly: unbilled accessorials +$182K (7d)· 14m agomedDrift on volume-forecast model lane-cluster 12· 22m agocriticalLane US-WEST-204 margin -4.8% vs forecast· 12s agohighCarrier ARX detention spike (+27% 24h)· 1m agomedFuel surcharge drift detected — EU corridor· 3m agohighContract #4821 nearing margin floor (2.1%)· 6m agolowModel v3.2 latency p95 above 180ms· 11m agocriticalAnomaly: unbilled accessorials +$182K (7d)· 14m agomedDrift on volume-forecast model lane-cluster 12· 22m ago
retraining · JOB-9281 · 62%
Models6catalog
Prod healthy4 / 62 need attention
Avg MAPE9.6%↓ 0.4pp wk
Drift hotspots3features
RLHF accept74%↑ 3pp 7d
Active jobs21 queued
Policy verv3.14auto-promoted
Data Health Source Sync Prediction Store Model Catalog Version Detail Training Jobs Drift Monitor RLHF Feedback
Running2GPUs warm
Queued1
Succeeded (24h)11
Failed (24h)1
Avg duration22m
Retrain cadenceevery 6hauto

Training jobs

live · scheduler queue
JOB-9281margin-forecaster4.3.0-rc3
8×H1001,284,000 smploss 0.0184runningeta 00:18:42
JOB-9280lane-risk2.8.0-rc2
4×A100482,000 smpqueuedeta —
JOB-9279cost-to-serve2.0.0-rc4
2×A100184,000 smploss 0.0091runningeta 00:04:12
JOB-9278accessorial-anomaly1.4.0-rc2
4×A100281,000 smploss 0.0142succeededeta —
JOB-9277fuel-volatility5.1.0-rc1
2×A10012,000 smpfailedeta —
JOB-9276carrier-reliability3.2.0-rc1
8×H100442,000 smploss 0.0218succeededeta —

Retraining cadence

last 30 days · per model
margin-forecaster
6h cadence
lane-risk
12h cadence
carrier-reliability
24h cadence
cost-to-serve
6h cadence
accessorial-anomaly
12h cadence
fuel-volatility
48h cadence

Confidence degradation alerts

auto-triggered retrains
fuel-volatilitydestructive
Conf p50 dropped 0.74 → 0.61 over 36h
carrier-reliabilitywarning
MAPE up 14% vs baseline
lane-riskwarning
PSI breach on lane_mileage feature