GraphRAGconcept
Retrieval-Augmented Generation that organizes documents into a knowledge graph, enabling multi-hop reasoning and community summarization at query time.
GraphRAG improves retrieval quality over naive vector search on sensemaking queries — but still pays runtime cost. SKC compiles the graph once instead.
Where it appears
- Contrasted in the Knowledge Compiler post (2026-07-11)
Descend
Prerequisites
Dependencies
- —
Foundations
Historical evolution
Microsoft GraphRAG (2024) demonstrated graph retrieval beats vector search on complex queries.
Implementation details
SKCE builds the graph at compile time (zero runtime cost); GraphRAG builds/queries it per request.
Sources
- [2026-07-11-knowledge-compiler-compiling-human-knowledge-into-static-semantic-artifacts] 2026-07-11-knowledge-compiler-compiling-human-knowledge-into-static-semantic-artifacts
- [2026-07-11-knowledge-compiler-compiling-human-knowledge-into-static-semantic-artifacts] 2026-07-11-knowledge-compiler-compiling-human-knowledge-into-static-semantic-artifacts