{
  "id": "lib-skill:ai-agents-conversational--rag-hybrid-search",
  "_kind": "LibrarySkill",
  "_file": "generated-library/skills.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "rag-hybrid-search",
    "description": "Hybrid search combining semantic and keyword retrieval for RAG pipelines. Implement BM25 + dense vector search with fusion strategies.",
    "libraryPath": "library/specializations/ai-agents-conversational/skills/rag-hybrid-search/SKILL.md",
    "specialization": "ai-agents-conversational",
    "contentSummary": "# rag-hybrid-search\n\nImplement hybrid search combining semantic vector retrieval with keyword-based BM25 search for improved RAG pipeline accuracy and recall.\n\n## Overview\n\nHybrid search addresses the limitations of pure semantic or pure keyword search:\n- Semantic search excels at conceptual similar"
  },
  "outgoingEdges": [
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "skill-area:retrieval-augmented-generation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "skill-area:search-indexing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "workflow:ml-model-lifecycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "workflow:feature-development",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    }
  ],
  "incomingEdges": []
}