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skill-area:retrieval-augmented-generation
Retrieval-Augmented Generation
skill-area:retrieval-augmented-generation
SkillArea
domain/skill-areas/skill-areas-ai-ml.yaml
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overview
json
graph
Attributes
displayName
Retrieval-Augmented Generation
description
RAG architectures — chunking, embeddings, vector stores, reranking, citation/provenance, and evaluation.
domains
specialization:ai-agents-conversational
expertiseLevels
intermediate
expert
Outgoing edges
(6)
applies_to
1
specialization:ai-agents-conversational
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Specialization
AI Agents & Conversational AI
uses_library
4
library:langchain
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Library
LangChain
library:llama-index
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Library
LlamaIndex
library:chromadb
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Library
Chroma
library:qdrant-client
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Library
Qdrant Client
uses_stack_part
1
stack-part:vector-database
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StackPart
Vector Database
Incoming edges
(15)
library_used_by
4
library:langchain
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Library
LangChain
library:llama-index
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Library
LlamaIndex
library:chromadb
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Library
Chroma
library:qdrant-client
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Library
Qdrant Client
requires_expertise
3
role:ai-champion
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Role
AI Champion
role:ml-engineer
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Role
Machine Learning Engineer
role:ml-engineer-convergent
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Role
ML Engineer
requires_skill_area
7
skill-area:hallucination-mitigation-fact-checking
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SkillArea
Hallucination Mitigation and Fact Checking
workflow:rag-pipeline-evaluation
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Workflow
RAG Pipeline Evaluation
workflow:trend-forecasting-cycle
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Workflow
Trend Forecasting Cycle
workflow:guest-experience-feedback-analysis
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Workflow
Guest Experience Feedback Analysis
workflow:e-discovery-workflow
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Workflow
E-Discovery Workflow
workflow:contract-automation-review
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Workflow
Contract Automation Review
workflow:content-distribution-optimization
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Workflow
Content Distribution Optimization
stack_part_used_by
1
stack-part:vector-database
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StackPart
Vector Database