Transform Knowledge Graphs (GraphML) into high-quality training data for fine-tuning Small Language Models. Uses Azure OpenAI GPT-4.1-mini to synthesize natural Q&A pairs with intelligent quality validation, cost tracking, and deduplication. Production-ready with retry logic and comprehensive reporting.