机遇、挑战与突破：AI大模型赋能扬州农业数字化转型的实证分析

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中图分类号：F302.1 文献标志码：A 文章编号：2096-9902（2026）05-0037-04

Abstract：Thisstudyexplorestheimpactofreasoning-basedgenerativeAIlargemodeltechnologyontheindustrial upgradingofsmartagricultureinYangzhouCityResearchfindingsindicatethatthistechnologyservesasakeydrivingforcefor agriculturalindustrialupgrading，enhancingeficiencyreducingcosts，andenablingdata-driventransfomationthoughprecise decision-makingandinteligentearlywarning.Typicalcasesdemonstratethatmultimodaldatafusiontechnologysignificantly improvesbreeding/plantingeficiency.YangzhouCityfacesfourfoldopportunitiesintechnologydataecologyndpolicies，while alsoneeding toaddresschallengessuchasdataownershipandalgorithmicblack boxes.Technologicalempowermentcanestablish anewparadigmforintellgentproduction；data-drivendevelopmentrequiressolvingissesrelatedtodataintegration，security andprivacy;ecologicalconstructiondemandsindustry-university-researchcolaboration;andpolicyguidancenecesitates governmentsupprt.TheupgradingofsmartagricultureinYangzhouCityrequiresthefour-wheldriveoftechnology，data， ecology，andpolicies.Tefutureofsmartagricultuewillbemoreinteligentrefiedandsustainable，butitisstialto ensure that technology benefits all stakeholders and overcomes existing obstacles.

Keywords：smartagriculture；agriculturaldigitaltransformation;reasoning-basedgenerativeAIlargemodels；industrial upgrading; agricultural modernization in Central Jiangsu

数字化转型（智改数转）推动智慧农业发展，生成式AI技术带来新机遇。（剩余6266字）