RAG and Knowledge Engineering

RAG and Knowledge Engineering

RAG & Knowledge Engineering

1 of 81 in this book · 1 min read

Scope: retrieval and enterprise knowledge grounding.

Capabilities: 20

Two graph concerns in a knowledge assistant

Knowledge Graph and GraphRAG describe structured knowledge and retrieval over it. Agent Graph Engineering describes the assistant's execution steps, transitions, and work state. A retrieval operation can be a node in an execution graph without turning the retrieved knowledge graph into the workflow definition.

# Capability
1 Data Connectors
2 Ingestion Pipeline
3 Document Parsing
4 OCR and Multimodal Extraction
5 Chunking Strategies
6 Embedding Generation
7 Vector Database
8 Metadata and ACL Filtering
9 Hybrid Search
10 Query Rewriting
11 Query Decomposition
12 Reranking
13 GraphRAG
14 Knowledge Graph
15 Knowledge Freshness
16 Incremental Indexing
17 Citation and Grounding
18 Retrieval Evaluation
19 Knowledge Versioning
20 Data Deletion Propagation