{
  "id": "lib-process:ai-agents-conversational--advanced-rag-patterns",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "advanced-rag-patterns",
    "description": "Advanced RAG Pattern Implementation - Process for implementing advanced RAG patterns including\nhierarchical retrieval, multi-query RAG, agentic RAG, hybrid search, and self-RAG with quality assessment.",
    "libraryPath": "library/specializations/ai-agents-conversational/advanced-rag-patterns.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- Self-RAG: https://arxiv.org/abs/2310.11511\n- HyDE: https://arxiv.org/abs/2212.10496\n- LlamaIndex Advanced RAG: https://docs.llamaindex.ai/en/stable/optimizing/advanced_retrieval/"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/advanced-rag-patterns', {\n  patternName: 'self-rag-qa',\n  optimizationGoal: 'accuracy',\n  baseRagPipeline: existingPipeline\n});",
    "usesAgents": [
      "advanced-rag-specialist",
      "retrieval-developer",
      "reranking-developer",
      "self-rag-developer",
      "rag-evaluator"
    ],
    "usesSkills": [
      "retrieval-strategies"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:ai-agents-conversational--advanced-rag-patterns",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--advanced-rag-patterns",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--advanced-rag-patterns",
      "to": "workflow:agent-evaluation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--advanced-rag-patterns",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}