II.
SkillArea overview
Reference · liveskill-area:rag-pipeline-engineering
RAG Pipeline Engineering overview
Building retrieval-augmented generation pipelines end-to-end — document ingestion, chunking, embedding, vector indexing, retrieval, re-ranking, context assembly, and evaluation. Covers both prototyping with lightweight tools and production-grade pipelines with monitoring and quality metrics.
Attributes
displayName
RAG Pipeline Engineering
description
Building retrieval-augmented generation pipelines end-to-end —
document ingestion, chunking, embedding, vector indexing, retrieval,
re-ranking, context assembly, and evaluation. Covers both
prototyping with lightweight tools and production-grade pipelines
with monitoring and quality metrics.
domains
expertiseLevels
- intermediate
- expert
Outgoing edges
applies_to1
- specialization:ai-agents-conversational·Specialization
prerequisite_for_learning1
- skill-area:knowledge-graph-management·SkillAreaKnowledge Graph Management
uses_framework2
- framework:langchain·FrameworkLangChain
- framework:langgraph·FrameworkLangGraph
uses_library1
- library:llama-index·LibraryLlamaIndex
uses_tool6
- tool:chromadb·ToolChroma
- tool:pinecone·ToolPinecone
- tool:weaviate·ToolWeaviate
- tool:haystack·ToolHaystack
- tool:cognita·ToolCognita
- tool:verba·ToolVerba
Incoming edges
library_used_by2
- library:langchain·LibraryLangChain
- library:llama-index·LibraryLlamaIndex
prerequisite_for_learning1
- skill-area:knowledge-fabric-design·SkillAreaKnowledge Fabric Design
requires_skill_area2
- stack-profile:agentic-rag·StackProfileAgentic RAG Stack (LlamaIndex, ChromaDB, LangChain, FastAPI, React)
- stack-profile:rag-stack·StackProfileRAG Application Stack (Python + LangChain + ChromaDB + FastAPI)
tool_used_by15
- tool:chromadb·ToolChroma
- tool:weaviate·ToolWeaviate
- tool:pinecone·ToolPinecone
- tool:qdrant·ToolQdrant
- tool:milvus·ToolMilvus
- tool:glean·ToolGlean
- tool:guru·ToolGuru
- tool:danswer·ToolDanswer (Onyx)
- tool:quivr·ToolQuivr
- tool:private-gpt·ToolPrivateGPT
- tool:kapa-ai·ToolKapa.ai
- tool:dashworks·ToolDashworks
- tool:haystack·ToolHaystack
- tool:cognita·ToolCognita
- tool:verba·ToolVerba
used_by_skill_area1
- framework:langchain·FrameworkLangChain
used_for10
- tool:glean·ToolGlean
- tool:guru·ToolGuru
- tool:danswer·ToolDanswer (Onyx)
- tool:quivr·ToolQuivr
- tool:private-gpt·ToolPrivateGPT
- tool:kapa-ai·ToolKapa.ai
- tool:dashworks·ToolDashworks
- tool:haystack·ToolHaystack
- tool:cognita·ToolCognita
- tool:verba·ToolVerba