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Agentic AI Atlas · RAG Pipeline Engineering
skill-area:rag-pipeline-engineeringa5c.ai
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SkillArea JSON

skill-area:rag-pipeline-engineering

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RAG Pipeline Engineering json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · domain/skill-areas/skill-areas-knowledge-fabric.yamlCluster · domain
Record JSON
{
  "id": "skill-area:rag-pipeline-engineering",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-knowledge-fabric.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "RAG Pipeline Engineering",
    "description": "Building retrieval-augmented generation pipelines end-to-end —\ndocument ingestion, chunking, embedding, vector indexing, retrieval,\nre-ranking, context assembly, and evaluation. Covers both\nprototyping with lightweight tools and production-grade pipelines\nwith monitoring and quality metrics.\n",
    "domains": [
      "specialization:ai-agents-conversational"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "framework:langchain",
      "kind": "uses_framework"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "framework:langgraph",
      "kind": "uses_framework"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "library:llama-index",
      "kind": "uses_library"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "tool:chromadb",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "tool:pinecone",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "tool:weaviate",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "tool:haystack",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "tool:cognita",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "tool:verba",
      "kind": "uses_tool"
    },
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "skill-area:knowledge-graph-management",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "framework:langchain",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "library:langchain",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
      "from": "library:llama-index",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
      "from": "skill-area:knowledge-fabric-design",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "stack-profile:agentic-rag",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:rag-stack",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "requires_skill_area"
    },
    {
      "from": "tool:chromadb",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:weaviate",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:pinecone",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:qdrant",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:milvus",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:glean",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:glean",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:guru",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:guru",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:danswer",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:danswer",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:quivr",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:quivr",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:private-gpt",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:private-gpt",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:kapa-ai",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:kapa-ai",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:dashworks",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:dashworks",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:haystack",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:haystack",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:cognita",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:cognita",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:verba",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:verba",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    }
  ]
}

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