{
  "id": "lib-process:ai-agents-conversational--knowledge-base-qa",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "knowledge-base-qa",
    "description": "Knowledge Base QA Agent - Process for building question-answering agents over knowledge\nbases including document ingestion, retrieval strategies, answer generation, and citation handling.",
    "libraryPath": "library/specializations/ai-agents-conversational/knowledge-base-qa.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- RAGAS: https://docs.ragas.io/\n- LlamaIndex: https://docs.llamaindex.ai/\n- Haystack: https://docs.haystack.deepset.ai/"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/knowledge-base-qa', {\n  agentName: 'docs-qa-agent',\n  knowledgeSources: ['./docs', './wiki'],\n  retrievalStrategy: 'hybrid'\n});",
    "usesAgents": [
      "rag-architect",
      "kb-developer",
      "retrieval-developer",
      "qa-developer",
      "citation-developer",
      "feedback-developer",
      "evaluation-developer"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:ai-agents-conversational--knowledge-base-qa",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--knowledge-base-qa",
      "to": "workflow:agent-evaluation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--knowledge-base-qa",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}