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Practice

MLOps & Self-Healing Infra

Z-score thresholds (>2.5σ) for anomaly detection, automated RAG-powered root cause analysis, and containerized FastAPI microservices with lazy-loaded ML singletons — sub-second cold boots, 2.5GB container savings.

What you'll walk away with

  • Drift detection with physics-informed thresholds
  • Automated RAG investigation agent for root cause analysis
  • Optimized container orchestration + deployment topology

Typical engagement: 6 weeks.