Atlas · GenAI 2026
ML Monitoring
Production monitoring (concept drift, TTFT, TPOT)
conceptPeak: 2024Monitoring & DriftAI consensus: 2/3
Prerequisites
Production monitoring extends observability with alerting, drift detection, and SLA tracking — observability is the data source
- mediumStatistical Inference
Detecting concept drift requires statistical tests; setting alert thresholds requires understanding distributions
Recommended reference
docs.evidentlyai.com — Evidently AI docs for ML monitoring; plus Grafana+Prometheus patterns for TTFT/TPOT dashboards
Notes from AI deep research
Anthropic Opus
Evidently AI. TTFT, TPOT, concept drift. ~87% modeli nie dochodzi do produkcji — monitoring gaps
Google Deep Think
Alerty wokół TTFT, TPOT i rozkładu pytań [G#77]
Related skills
- ← is part of: Data Drift(3/3)
- ← is subcategory of: LLM Observability(3/3)
- → is part of: MLOps(3/3)
- ← is an instance of: Evidently(0/3)