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Why LLM Code Needs More Than Unit Tests

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领英马上加入登录热门内容TechnologySoftware Testing Best PracticesAkhil Sharma举报此动态#SystemDesign#AIEngineering#LLM#MachineLearningAkhil Sharma#SystemDesign#AIEngineering#LLM#MachineLearning20赞评论20赞评论Mayank A.举报此动态CometMayank A.Comet289135 条评论赞评论289135 条评论赞评论Alon Bochman举报此动态15114 条评论赞评论Ryan Mitchell举报此动态244 条评论赞评论Tyler Folkman举报此动态166 条评论赞评论Sairam Sundaresan举报此动态SairamSairam SundaresanSairam18298 条评论赞评论18298 条评论赞评论Anthony Butler举报此动态https://lnkd.in/gRNy3p6dEWD 667 cs.utexas.edu10415 条评论赞评论Faith Wilkins El举报此动态#softwareengineer#llms#ai#prompts#softwareengineering#faithwilkinselFaith Wilkins El#softwareengineer#llms#ai#prompts#softwareengineering#faithwilkinsel6419 条评论赞评论6419 条评论赞评论Ben F.举报此动态#SoftwareTesting#QualityEngineering849 条评论赞评论Priyanka Vergadia举报此动态Priyankahttps://lnkd.in/gsjnbubY#LLMOps#AIEngineering#MachineLearning#GenerativeAI#MLOps#SoftwareEngineering#AIProductDevelopment#evals#aievalsPriyanka VergadiaPriyankahttps://lnkd.in/gsjnbubY#LLMOps#AIEngineering#MachineLearning#GenerativeAI#MLOps#SoftwareEngineering#AIProductDevelopment#evals#aievals734 条评论赞评论734 条评论赞评论Advanced Software Testing TechniquesAutomated Testing Strategies for Critical Application FunctionsBehavior-Driven Development Testing StrategiesBehavior-Driven Testing Methods for Software ModulesBest Practices for Handling Software Edge CasesBest Practices for LLM Token-Aware Input TestingBest Practices for Testing and Debugging LLM WorkflowsBest Practices for Thorough Application TestingBroaden Your Approach to Software TestingCode Coverage and Software Bug Prevention StrategiesCommon Risks of Underestimating ERP Testing TimelinesCommon Roadblocks When Implementing E2E Tests for DevelopersConstructive Approaches to Handling Software BugsDeep Functional Testing Techniques for QA ProfessionalsDigital Design Projects with Test Coverage StrategiesEnsuring Code and Test Coverage for Software QualityHandling Failing Test Suites in Software EngineeringHow to Build Reliable Test ScriptsHow to Create Purposeful Test ScriptsHow to Establish Test Coverage for New ProjectsHow to Refactor Legacy Test SuitesHow to Set Up Custom Test ProceduresHow to Simplify Email TestingHow to Stabilize Flaky Tests in Legacy CodeHow to Test OSS/BSS LLM PerformanceHow to Write Maintainable and Readable TestsHypothetical Scenarios in Software Testing StrategiesImportance of Dependency Injection for Testable CodeImportance of Early Testing in Data IntegrationImportance of End-to-End Testing in QA StrategiesImportance of Passing Tests When Refactoring CodeImproving Code Validation for Large-Scale SystemsImproving Legacy Code With Unit TestingImproving TestClass Structure and CoverageImproving Trust in Software Through Better ContextImproving Unit Tests for Consistent Code QualityInbox testing and monitoring for email systemsKey Aspects of Test Automation StrategiesKey Elements of Code ValidationKey Factors in Application Testing SuccessKey Factors in Contract Testing for DevelopersKey LLM Error Patterns in Model TestingKey Principles for API and LLM TestingKubernetes Cluster Validation Best PracticesLessons Learned from Robot Simulation TestingMaintaining Automated Tests During System UpdatesMaintaining Test Hygiene in Automation FrameworksManaging Code Refactoring Risks and Validation StepsManaging Flaky Tests in Legacy QA SystemsManaging Legacy and Modern Test ScriptsManaging Major Regressions in Software TestingManaging Regression Testing for Core and Custom FeaturesManaging Risk in Software Testing PhasesMeasuring Test Coverage Beyond Code MetricsMethods for Detecting Memory Safety Violations Without LLMsMethods for Testing Code in Production SystemsMinimizing Evaluator Bias in LLM TestingMinimizing Unit Test Rewrites During Code ChangesPreventing Software Regressions in Test EnvironmentsPreventing User Testing Errors in ERP ProjectsProduct Testing Strategies for Crypto StartupsQAOps Strategies for Modern Software TestingReasons to Implement End-to-End TestingRegression Testing Strategies for Fast Software ReleasesRegression Testing Strategies for Incremental DevelopmentRole of Regression Testing in Maintaining Existing FeaturesSafe Testing Practices in KubernetesSAP IDoc testing and partner setup stepsSBST Strategies for Improving Test Suite QualitySelective Regression Testing StrategiesSteps to Develop Golden Test ScenariosStrategies to Achieve Comprehensive Software Test CoverageStrategies to Improve Software TestabilityStrategies to Increase Test Coverage Using Multiple InputsStreamlined LLM Testing Strategies for DevelopersStreamlined Regression Testing ApproachesStructured Debugging to Minimize Support EscalationsTest Coverage Strategies for Complex Software ModulesTest Management Strategies for QA ProfessionalsTesting Approaches for High-Risk and Low-Risk CodeTesting LLM Performance Against Malformed DataTesting LLM Prompt Variations for AccuracyTesting Predictive Climate SoftwareTesting Strategies for Complex SystemsUnderstanding Trust in Software ToolchainsUnit Test Granularity: Key Considerations for DevelopersUser-Centric Testing Strategies for AI-Generated CodeUsing Test Doubles for Better Software ArchitectureWhy High Code Coverage Matters in RefactoringWhy Manual Testing Dominates in Insurance SoftwareWhy Use Advanced Test Debugging ToolsWhy Use Deterministic LLM Testing MethodsHospitality & TourismProductivityFinanceSoft Skills & Emotional IntelligenceProject ManagementEducationLeadershipEcommerceUser ExperienceRecruitment & HRCustomer ExperienceReal EstateMarketingSalesRetail & MerchandisingScienceSupply Chain ManagementFuture Of WorkConsultingWritingEconomicsArtificial IntelligenceEmployee ExperienceHealthcareWorkplace TrendsFundraisingNetworkingCorporate Social ResponsibilityNegotiationCommunicationEngineeringCareerBusiness StrategyChange ManagementOrganizational CultureDesignInnovationEvent PlanningTraining & Development关于无障碍模式用户协议隐私政策Cookie 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