II.
SkillArea JSON
Structured · liveskill-area:retrieval-augmented-generation
Retrieval-Augmented Generation json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:retrieval-augmented-generation",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-ai-ml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Retrieval-Augmented Generation",
"description": "RAG architectures — chunking, embeddings, vector stores, reranking,\ncitation/provenance, and evaluation.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:retrieval-augmented-generation",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:retrieval-augmented-generation",
"to": "library:langchain",
"kind": "uses_library"
},
{
"from": "skill-area:retrieval-augmented-generation",
"to": "library:llama-index",
"kind": "uses_library"
},
{
"from": "skill-area:retrieval-augmented-generation",
"to": "library:chromadb",
"kind": "uses_library"
},
{
"from": "skill-area:retrieval-augmented-generation",
"to": "library:qdrant-client",
"kind": "uses_library"
},
{
"from": "skill-area:retrieval-augmented-generation",
"to": "stack-part:vector-database",
"kind": "uses_stack_part"
},
{
"from": "skill-area:retrieval-augmented-generation",
"to": "skill-area:ai-agent-development",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "framework:langchain",
"to": "skill-area:retrieval-augmented-generation",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:vercel-ai-sdk",
"to": "skill-area:retrieval-augmented-generation",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "library:langchain",
"to": "skill-area:retrieval-augmented-generation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:llama-index",
"to": "skill-area:retrieval-augmented-generation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:chromadb",
"to": "skill-area:retrieval-augmented-generation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "library:qdrant-client",
"to": "skill-area:retrieval-augmented-generation",
"kind": "library_used_by",
"attributes": {}
},
{
"from": "skill-area:hallucination-mitigation-fact-checking",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area"
},
{
"from": "skill-area:natural-language-processing",
"to": "skill-area:retrieval-augmented-generation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:vector-database-design",
"to": "skill-area:retrieval-augmented-generation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:embedding-strategy",
"to": "skill-area:retrieval-augmented-generation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-part:vector-database",
"to": "skill-area:retrieval-augmented-generation",
"kind": "stack_part_used_by",
"attributes": {}
},
{
"from": "stack-profile:agentic-rag",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:rag-stack",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-agent-stack",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area"
},
{
"from": "tool:chromadb",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:weaviate",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:pinecone",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:qdrant",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:milvus",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:ragas",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "lib-agent:ai-agents-conversational--chunking-strategy-expert",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--knowledge-base-curator",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--memory-architect",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--rag-pipeline-architect",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--retrieval-optimizer",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--semantic-memory-curator",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--vector-db-specialist",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:knowledge-management--kg-specialist",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:ai-agents-conversational--chroma-integration",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--haystack-pipeline",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--langchain-memory",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--langchain-retriever",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--llamaindex-agent",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--mem0-integration",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--milvus-integration",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--pinecone-integration",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--qdrant-integration",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--rag-chunking-strategy",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--rag-embedding-generation",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--rag-hybrid-search",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--rag-query-transformation",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--rag-reranking",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--weaviate-integration",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--zep-memory-integration",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:knowledge-management--autocomplete-engine",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:knowledge-management--semantic-similarity",
"to": "skill-area:retrieval-augmented-generation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "role:ai-champion",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ml-engineer",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ml-engineer-convergent",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:prompt-engineer",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "workflow:rag-pipeline-evaluation",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:trend-forecasting-cycle",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:guest-experience-feedback-analysis",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:e-discovery-workflow",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:contract-automation-review",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:content-distribution-optimization",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area",
"attributes": {}
}
]
}