{
  "id": "skill-area:knowledge-fabric-design",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-knowledge-fabric.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Knowledge Fabric Design",
    "description": "Designing organizational knowledge systems — architecting the\nknowledge layer that connects vector stores, knowledge graphs,\ndocument indexes, and retrieval pipelines into a unified fabric.\nCovers source integration, domain partitioning, trust models,\nand cross-agent knowledge sharing.\n",
    "domains": [
      "specialization:ai-agents-conversational"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:chromadb",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:weaviate",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:pinecone",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:qdrant",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:milvus",
      "kind": "uses_tool"
    },
    {
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      "kind": "uses_tool"
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:danswer",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "tool:haystack",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "tool:mem0",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:zep",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:chromadb",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:pinecone",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:agentmemory",
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      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:napkin",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:mempalace",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:graphify",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:cloudflare-agent-memory",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
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      "kind": "used_for"
    },
    {
      "from": "tool:guru",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "used_for"
    },
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
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      "kind": "used_for"
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "used_for"
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    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
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      "kind": "used_for"
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      "kind": "tool_used_by",
      "attributes": {}
    },
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      "kind": "used_for"
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    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "used_for"
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "used_for"
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "used_for"
    },
    {
      "from": "tool:verba",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:knowledge-fabric-design",
      "kind": "used_for"
    },
    {
      "from": "tool:confluence",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:notion",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    }
  ]
}