2918 - 高信任工程中的人工智能.pdf

1、Orlando,FLOctober 69IBM TechXchange 2025Session 2918Daniel MoulPrincipal Product MgrIBM Engineering Lifecycle ManagementAI in high-trust engineering domainsSky MatthewsDirector of DevelopmentAI-augmented engineering teams will innovate faster.IBM TechXchange|2025 IBM Corporation2GenAI alone cannot r

2、eplace engineers,but engineers equipped with GenAI will surpass those without it.IBM TechXchange|2025 IBM Corporation3IBM Engineering/2025 IBM Corporation4Source:MikeElganmastodon.socialHow can we apply imperfect tools in domains where correctness is essential?IBM TechXchange|2025 IBM Corporation5Ag

3、enda0102030405IntroEngineering and agentsThree demosIBM Engineering AI HubGet in the right mindsetIBM TechXchange|2025 IBM CorporationGen AI offers many opportunities along the Engineering V LifecycleIBM Engineering/2025 IBM Corporation7Compare customer requirements with product capabilitiesFind dup

4、licate and conflicting requirementsCreate models from natural languageCode AssistAssess requirements qualityTest developmentPlan AssistDigital thread/trace analysisWork managementEngineering AssistantValidation&VerificationModel simulationTranslationConsistency checksReverse EngineeringInitial Focus

5、 areas for IBM Engineering GenAIEngineeringAccuracy withtolerancesSafetyProfessionalobligationsDeep domain ExpertiseRisks and Challenges8?GenAIProbabilisticBlack boxBullshitterLimited domain understanding 11Humans tend to project reasoning skills on to GenAI models that exceed their true capabilitie

6、s“STOP ANTHROPOMORPHIZING INTERMEDIATE TOKENS AS REASONING/THINKING TRACES!”,Subbarao Kambhampati et al.,Arizona State University,May 2025 https:/arxiv.org/pdf/2504.09762 IBM Engineering/2025 IBM CorporationTrustworthiness is on the spectrumIBM Engineering/2025 IBM Corporation9BrainstormingDocument