{
  "id": "lib-process:ai-agents-conversational--ab-testing-conversational",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "ab-testing-conversational",
    "description": "A/B Testing for Conversational AI - Process for running A/B tests to compare different prompts, models,\nconversation flows, or agent architectures with statistical significance testing.",
    "libraryPath": "library/specializations/ai-agents-conversational/ab-testing-conversational.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- A/B Testing Statistics: https://www.evanmiller.org/ab-testing/\n- Prompt A/B Testing: https://docs.helicone.ai/features/experiments"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/ab-testing-conversational', {\n  experimentName: 'prompt-comparison',\n  variants: ['prompt-v1', 'prompt-v2'],\n  metrics: ['success-rate', 'csat'],\n  sampleSize: 1000\n});",
    "usesAgents": [
      "prompt-optimizer",
      "variant-developer",
      "allocation-developer",
      "data-collector",
      "statistician",
      "report-writer"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:ai-agents-conversational--ab-testing-conversational",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--ab-testing-conversational",
      "to": "workflow:code-review",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--ab-testing-conversational",
      "to": "workflow:agent-evaluation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--ab-testing-conversational",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--ab-testing-conversational",
      "to": "lib-agent:ai-agents-conversational--prompt-optimizer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}