{
  "id": "skill-area:document-indexing",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-knowledge-fabric.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Document Indexing",
    "description": "Document processing, chunking, and embedding for search and\nretrieval — parsing PDFs/HTML/markdown, semantic boundary\ndetection, embedding model selection, index construction,\nand metadata extraction. The foundation layer that feeds\nall retrieval pipelines in the knowledge fabric.\n",
    "domains": [
      "specialization:ai-agents-conversational",
      "domain:software-engineering"
    ],
    "expertiseLevels": [
      "novice",
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:document-indexing",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:document-indexing",
      "to": "domain:software-engineering",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:document-indexing",
      "to": "library:llama-index",
      "kind": "uses_library"
    },
    {
      "from": "skill-area:document-indexing",
      "to": "skill-area:embedding-optimization",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "required"
      }
    },
    {
      "from": "skill-area:document-indexing",
      "to": "skill-area:knowledge-graph-management",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "helpful"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "library:llama-index",
      "to": "skill-area:document-indexing",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
      "from": "specialization:search-infrastructure",
      "to": "skill-area:document-indexing",
      "kind": "contains"
    }
  ]
}