After exploring KAG, GraphRAG, and LightRAG, I found them powerful but complex and hard to customize. Introducing SmartGraphQA — a lightweight, modular KG-based QA system that: ✅ Reduces LLM hallucinations ✅ Combines knowledge graph and vector retrieval ✅ Enables accurate, explainable answers ✅ Supports easy extension and domain customization