II.
SkillArea JSON
Structured · liveskill-area:rag-pipeline-engineering
RAG Pipeline Engineering json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"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"
}
]
}