{
  "id": "lib-process:data-science-ml--ml-observability",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "ml-observability",
    "description": "ML System Observability and Incident Response - Comprehensive monitoring, anomaly detection,\nincident triage, root cause analysis, and automated remediation for ML systems in production.",
    "libraryPath": "library/specializations/data-science-ml/ml-observability.js",
    "specialization": "data-science-ml",
    "references": [
      "- Google SRE Book: https://sre.google/sre-book/table-of-contents/\n- ML Observability Best Practices: https://cloud.google.com/architecture/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning#mlops_level_2_cicd_pipeline_automation\n- Incident Response: https://response.pagerduty.com/\n- OpenTelemetry for ML: https://opentelemetry.io/\n- Evidently AI Monitoring: https://www.evidentlyai.com/"
    ],
    "example": "const result = await orchestrate('specializations/data-science-ml/ml-observability', {\n  modelId: 'recommendation-engine-v3',\n  environment: 'production',\n  incidentType: 'performance-degradation', // or 'data-drift', 'prediction-anomaly', 'system-failure'\n  alertThresholds: {\n    latencyP95Ms: 500,\n    errorRatePercent: 2.0,\n    predictionDriftScore: 0.15,\n    dataDriftScore: 0.20\n  },\n  enableAutoRemediation: true\n});",
    "usesAgents": [
      "general-purpose"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:data-science-ml--ml-observability",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--ml-observability",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--ml-observability",
      "to": "workflow:data-pipeline-deployment",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:data-science-ml--ml-observability",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}