Production optimization, performance tuning, and deployment strategies
Comparison of chunking strategies including fixed-size, semantic-aware, and recursive approaches.
Techniques for resolving duplicate entities including fuzzy matching, embedding similarity, and LLM-based resolution.
Five critical optimization techniques that reduced GraphRAG ingestion time from 56 hours to 4.1 hours (13x speedup).
Strategies for optimizing graph database indexing including composite indexes and query caching.
Strategies for incrementally updating knowledge graphs without full re-indexing.
Optimized prompt templates for high-quality entity and relationship extraction.