{
  "id": "lib-process:ai-agents-conversational--llm-observability-monitoring",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "llm-observability-monitoring",
    "description": "LLM Observability and Monitoring - Process for implementing comprehensive observability\nfor LLM applications including request tracing, token usage tracking, latency monitoring, and quality metrics.",
    "libraryPath": "library/specializations/ai-agents-conversational/llm-observability-monitoring.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- LangSmith: https://docs.smith.langchain.com/\n- Langfuse: https://langfuse.com/docs\n- OpenTelemetry: https://opentelemetry.io/docs/\n- Helicone: https://docs.helicone.ai/"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/llm-observability-monitoring', {\n  systemName: 'production-agent',\n  observabilityTools: ['langsmith', 'langfuse', 'opentelemetry'],\n  metricsConfig: { enableTokenTracking: true, enableLatencyHistograms: true }\n});",
    "usesAgents": [
      "observability-engineer",
      "token-tracker",
      "latency-developer",
      "quality-developer",
      "logging-developer",
      "dashboard-developer"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:ai-agents-conversational--llm-observability-monitoring",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-observability-monitoring",
      "to": "workflow:agent-evaluation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-observability-monitoring",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-observability-monitoring",
      "to": "lib-agent:ai-agents-conversational--observability-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}