II.
SkillArea overview
Reference · liveskill-area:retrieval-augmented-generation
Retrieval-Augmented Generation overview
RAG architectures — chunking, embeddings, vector stores, reranking, citation/provenance, and evaluation.
Attributes
displayName
Retrieval-Augmented Generation
description
RAG architectures — chunking, embeddings, vector stores, reranking,
citation/provenance, and evaluation.
domains
expertiseLevels
- intermediate
- expert
Outgoing edges
applies_to1
- specialization:ai-agents-conversational·Specialization
prerequisite_for_learning1
- skill-area:ai-agent-development·SkillAreaAI Agent Development
uses_library4
- library:langchain·LibraryLangChain
- library:llama-index·LibraryLlamaIndex
- library:chromadb·LibraryChroma
- library:qdrant-client·LibraryQdrant Client
uses_stack_part1
- stack-part:vector-database·StackPartVector Database
Incoming edges
lib_requires_skill_area26
- lib-agent:ai-agents-conversational--chunking-strategy-expert·LibraryAgentchunking-strategy-expert
- lib-agent:ai-agents-conversational--knowledge-base-curator·LibraryAgentknowledge-base-curator
- lib-agent:ai-agents-conversational--memory-architect·LibraryAgentmemory-architect
- lib-agent:ai-agents-conversational--rag-pipeline-architect·LibraryAgentrag-pipeline-architect
- lib-agent:ai-agents-conversational--retrieval-optimizer·LibraryAgentretrieval-optimizer
- lib-agent:ai-agents-conversational--semantic-memory-curator·LibraryAgentsemantic-memory-curator
- lib-agent:ai-agents-conversational--vector-db-specialist·LibraryAgentvector-db-specialist
- lib-agent:knowledge-management--kg-specialist·LibraryAgentkg-specialist
- lib-skill:ai-agents-conversational--chroma-integration·LibrarySkillchroma-integration
- lib-skill:ai-agents-conversational--haystack-pipeline·LibrarySkillhaystack-pipeline
- lib-skill:ai-agents-conversational--langchain-memory·LibrarySkilllangchain-memory
- lib-skill:ai-agents-conversational--langchain-retriever·LibrarySkilllangchain-retriever
- lib-skill:ai-agents-conversational--llamaindex-agent·LibrarySkillllamaindex-agent
- lib-skill:ai-agents-conversational--mem0-integration·LibrarySkillmem0-integration
- lib-skill:ai-agents-conversational--milvus-integration·LibrarySkillmilvus-integration
- lib-skill:ai-agents-conversational--pinecone-integration·LibrarySkillpinecone-integration
- lib-skill:ai-agents-conversational--qdrant-integration·LibrarySkillqdrant-integration
- lib-skill:ai-agents-conversational--rag-chunking-strategy·LibrarySkillrag-chunking-strategy
- lib-skill:ai-agents-conversational--rag-embedding-generation·LibrarySkillrag-embedding-generation
- lib-skill:ai-agents-conversational--rag-hybrid-search·LibrarySkillrag-hybrid-search
- lib-skill:ai-agents-conversational--rag-query-transformation·LibrarySkillrag-query-transformation
- lib-skill:ai-agents-conversational--rag-reranking·LibrarySkillrag-reranking
- lib-skill:ai-agents-conversational--weaviate-integration·LibrarySkillweaviate-integration
- lib-skill:ai-agents-conversational--zep-memory-integration·LibrarySkillzep-memory-integration
- lib-skill:knowledge-management--autocomplete-engine·LibrarySkillautocomplete-engine
- lib-skill:knowledge-management--semantic-similarity·LibrarySkillsemantic-similarity
library_used_by4
- library:langchain·LibraryLangChain
- library:llama-index·LibraryLlamaIndex
- library:chromadb·LibraryChroma
- library:qdrant-client·LibraryQdrant Client
prerequisite_for_learning3
- skill-area:natural-language-processing·SkillAreaNatural Language Processing
- skill-area:vector-database-design·SkillAreaVector Database Design
- skill-area:embedding-strategy·SkillAreaEmbedding Strategy
requires_expertise4
- role:ai-champion·RoleAI Champion
- role:ml-engineer·RoleMachine Learning Engineer
- role:ml-engineer-convergent·RoleML Engineer
- role:prompt-engineer·RolePrompt Engineer
requires_skill_area10
- skill-area:hallucination-mitigation-fact-checking·SkillAreaHallucination Mitigation and Fact Checking
- stack-profile:agentic-rag·StackProfileAgentic RAG Stack (LlamaIndex, ChromaDB, LangChain, FastAPI, React)
- stack-profile:rag-stack·StackProfileRAG Application Stack (Python + LangChain + ChromaDB + FastAPI)
- stack-profile:ai-agent-stack·StackProfileAI Agent Stack (LLM, Vector DB, Orchestration, Memory)
- workflow:rag-pipeline-evaluation·WorkflowRAG Pipeline Evaluation
- workflow:trend-forecasting-cycle·WorkflowTrend Forecasting Cycle
- workflow:guest-experience-feedback-analysis·WorkflowGuest Experience Feedback Analysis
- workflow:e-discovery-workflow·WorkflowE-Discovery Workflow
- workflow:contract-automation-review·WorkflowContract Automation Review
- workflow:content-distribution-optimization·WorkflowContent Distribution Optimization
stack_part_used_by1
- stack-part:vector-database·StackPartVector Database
tool_used_by6
- tool:chromadb·ToolChroma
- tool:weaviate·ToolWeaviate
- tool:pinecone·ToolPinecone
- tool:qdrant·ToolQdrant
- tool:milvus·ToolMilvus
- tool:ragas·ToolRagas
used_by_skill_area2
- framework:langchain·FrameworkLangChain
- framework:vercel-ai-sdk·FrameworkVercel AI SDK