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MLOpsOpen Source

Sentinel: self-healing MLOps with physics-informed drift detection

A FastAPI microservice using physics-informed Z-score thresholds (>2.5σ) to detect data drift in production ML pipelines. Integrates an automated RAG agent powered by Gemini 2.5 for root cause analysis on error logs — no human escalation needed.

Drift threshold2.5σ
Response time<500ms
Automated RCA100%