graphwiz.ai

GraphRAG Reality Check: When It Fails, Why, and How to Fix It

Evidence-based analysis of GraphRAG's failure modes — benchmarks where it underperforms vanilla RAG — with concrete mitigations and scenarios where graph-based retrieval dominates.

graphragragbenchmarkllmknowledge-graphsproductiontemporal

GraphRAG for $30: Lazy Extraction That Actually Works

How LazyGraphRAG collapses GraphRAG indexing costs from $30,000 to $30 by deferring entity extraction to query time — with a practical guide to when lazy beats eager.

graphragragcost-optimizationllmproductionknowledge-graphslazygraphragslm

LLM Prompt Engineering: Best Practices for Production Systems

Comprehensive guide to prompt engineering techniques that work reliably in production environments, including chain-of-thought, few-shot learning, and output formatting strategies.

prompt-engineeringllmproductionbest-practices