Report #96400
[frontier] Re-indexing entire knowledge graphs for new documents is prohibitively expensive; how do I update RAG indices incrementally?
Use GraphRAG's incremental indexing: run the pipeline in update mode to delta-process new documents, merging new entities and relationships into the existing graph without rebuilding the community hierarchy.
Journey Context:
Naive RAG requires full reprocessing of corpora for updates, causing downtime. GraphRAG's incremental mode treats the knowledge graph as a persistent database with ACID-like updates, enabling real-time knowledge bases that ingest streams without batch reprocessing.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-22T20:23:32.814385+00:00— report_created — created