To address the issues of insufficient domain knowledge coverage and the inability of existing large language models to meet the practical requirements of intelligent applications in specialized agricultural scenarios such as fruit and vegetable cultivation, a domain-specific expert question-answering system, FruitQA-Sys, is proposed by inte-grating domain data construction, parameter-efficient fine-tuning, and retrieval-augmented generation. The system constructs a large-scale, high-quality frui