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AlignCultura introduces CulturaX, a UNESCO-grounded dataset and two-stage pipeline for culturally aligning LLMs, showing 4–6 % HHH gains and 18 % fewer cultural failures on Qwen3-8B and DeepSeek-R1-Distill-Qwen-7B.