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This paper presents Qatar University's multi-stage QLoRA fine-tuning approach on Qwen3-4B for Arabic Islamic inheritance reasoning, achieving 90% MIR-E score through domain adaptation on Islamic fatwa records followed by task-specific training on 12,000 structured inheritance cases, matching commercial systems like Gemini-2.5-flash with minimal computational resources.