{
  "id": "skill-area:search-indexing",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Search and Indexing",
    "description": "Designing text and document search - indexing pipelines, relevance tuning,\nfaceting, analyzers, and index freshness tradeoffs.\n",
    "domains": [
      "domain:software-engineering"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:search-indexing",
      "to": "domain:software-engineering",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:search-indexing",
      "to": "stack-part:search-index",
      "kind": "uses_stack_part"
    },
    {
      "from": "skill-area:search-indexing",
      "to": "skill-area:search-infrastructure",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "specialization:search-infrastructure",
      "to": "skill-area:search-indexing",
      "kind": "contains"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:document-processing-pipeline",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:social-media-platform",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:marketplace-platform",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:crm-customer-platform",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:legal-document-automation",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:knowledge-graph-platform",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:documentation-site",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:log-analytics-elk",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:compliance-audit-trail",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:enterprise-search-platform",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:cqrs-read-model",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "tool:chromadb",
      "to": "skill-area:search-indexing",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:weaviate",
      "to": "skill-area:search-indexing",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:pinecone",
      "to": "skill-area:search-indexing",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "skill-area:search-indexing",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:milvus",
      "to": "skill-area:search-indexing",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "lib-agent:ai-agents-conversational--rag-pipeline-architect",
      "to": "skill-area:search-indexing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:ai-agents-conversational--vector-db-specialist",
      "to": "skill-area:search-indexing",
      "kind": "lib_requires_skill_area",
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        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--chroma-integration",
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        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langchain-retriever",
      "to": "skill-area:search-indexing",
      "kind": "lib_requires_skill_area",
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    },
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    },
    {
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    },
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      "to": "skill-area:search-indexing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
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      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
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      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:knowledge-management--autocomplete-engine",
      "to": "skill-area:search-indexing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:knowledge-management--semantic-similarity",
      "to": "skill-area:search-indexing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "responsibility:search-relevance-quality",
      "to": "skill-area:search-indexing",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:search-engineer",
      "to": "skill-area:search-indexing",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}