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A Knowledge-Grounded, LLM-based Framework for Aviation Safety. This research explores how Large Language Models, Knowledge Graphs, and Retrieval-Augmented Generation can be combined to create more trustworthy, explainable, and verifiable AI systems for aviation safety analytics.