AI辅助编码:利用生成式AI增强软件开发(英文版)VIP专享

AI-AssistedCoding:AugmentingSoftwareDevelopmentwithGenerativeAIExploringtheIntegrationofGenerativeAIinSoftwareEngineeringtoEnhanceCodingandTeamCollaboration2AugmentedSoftwareTeams:HowtodrivemaximumassistancefromGenerativeAIWecandrivesoftwareengineeringtransformationwithyou13Thedawningofaneweraforsoftwareengineering14GenerativeAIissoftwareengineering’slatestandgreatestevolution.Bringingtomorrow’ssoftwareengineeringparadigmintoview:augmentedsoftwareteams0405Howtomoveforward:AprovenmethodforasoftwareengineeringtransformationAssesstheorganization’smaturityanddeveloparoadmapwithclearobjectives.Runreal-worldexperimentationsandmeasuretheimpactofGenerativeAIDeployGenerativeAIforSoftwareEngineeringatscale07070808Capgemini’sexperienceinmeasuringGenerativeAIimpactMeasurementprotocolandreal-worldexperimentations:designedforactionableandreliableresultsPrerequisites&SuccessFactorsLessonslearned09091112CONTENTS3AugmentedSoftwareTeams:HowtodrivemaximumassistancefromGenerativeAI3AugmentedSoftwareTeams:HowtodrivemaximumassistancefromGenerativeAIDisclaimer:Thispaperpresentsforward-lookingperspectivesgroundedinthecurrentlandscapeofGenerativeAI.Itreflectstherapidadvancement–bothintermsofourunderstandingandexperienceofGenerativeAItechnologies.Itdrawsinsightsfromexternalresearch,technologyleadersaswellasourownexperimentationswithourteamsandwithclients.Asalways,thefutureremainsunpredictable,butwecanestablishandimaginelikelytrajectoriesandoutlooks.Softwareplaysacriticalroleinmodernbusiness,whetherit’sintegratedintobusinessappsorproducts.Despiteitsubiquity,theultimatechallengeforsoftwareengineeringorganizationshasalwaysbeentoreleasequalitysoftwarefastenoughtokeepupwithconstantlyacceleratingdemand.Overtheyears,productivityandqualitystandardshavebeenprogressivelyenhancedthroughtheadoptionofnewmethodsandtechnologies.Agileandcontinuousproduct-centricapproaches,softwarelifecycleautomation,open-sourceecosystems,cloudnativeandcomposablesoftwarearchitectures,DevOpscontinuum,andlow-code/nocodedevelopmenthaveallbeenintroduced.Andeachhasbuiltontheadvancesofpastiterations.Butdemandforquickertime-to-valueandbettercostefficiencyisstillaccelerating.Thisleavessoftwareorganizationsstrugglingtodeliverattheexpectedpace,withtheexpectedquality,whilecontrollingtechnicaldebtandcosts.4AugmentedSoftwareTeams:HowtodrivemaximumassistancefromGenerativeAI4AugmentedSoftwareTeams:HowtodrivemaximumassistancefromGenerativeAIGenerativeAInowstirswonderandexcitementacrossmanyapplicationfields,notleastsoftwareengineering.BillGatesiscallingitslatestadvancementthemostrevolutionarytechnologicalachievementinover40years,1withthepotentialtodramaticallyimprovethewayorganizationsmeetbusinessandITchallenges.TheintersectionofbusinessandtechnologywillbeattheheartofgenerativeAI’simpact.Developmentsononesideinfluencetheother.Forexample,efficientsoftwareengineeringwithhighqualitycanreducetimetomarketandthusprovidebusinessvalueearlier,givingleadingorganizationsbothasoftwareandbusiness-orientededge.OurCapgeminiResearchInstitutereportshowsthat61%oforganizationsseeenablingmoreinnovativework,suchasdevelopingnewsoftwarefeaturesandservices,astheleadingbenefitgenerativeAI.Closebehindareimprovingsoftwarequality(49%)andincreasingproductivity(40%).Organizationsareutilizingtheseproductivitygainsoninnovativeworksuchasdevelopingnewsoftwarefeatures(50%)...

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