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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Wale AkinfaderinSr.Data Scientist Generative AIAmazon Web Services(AWS)Nafi DialloSr.Automated Rea

2、soning ArchitectAmazon Web Services(AWS)Ambuj GuptaDirector,AI ArchitectPwC DCS,CSXIntelligent Outage Management Using Automated Reasoning and AI(sponsored by PwC)A I M 2 7 5-SKevin PaulDirector,AI EngineerPwC CTIO 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Agenda01Why Automa

3、ted Reasoning?02What is Automated Reasoning?03Automated Reasoning checks in Amazon Bedrock Guardrails04PwC and AWS Collaboration 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Potential risks of generative AI50%56%40%33%37%37%8%59%48%44%36%32%21%6%Can hallucinate facts and make r

4、easoning errorsRisk of misuse with bad actors creating higher-qualitymisinformation,phishing emails,malware,fraud andspamPrivacy assurances varyIP protection and creator rights are unclearProduces output that represents social biasesand world views derived from its training dataCould generate harmfu

5、l content(e.g.,deepfakes)Other2023(n=78)2024(n=81)GartnerGartner,Key Findings From the 2024 Gartner CIO Generative AI Survey,August 2024 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Amazon Bedrock Automated Reasoning checksAccurateIdentify and suggest corrections for inaccurate

6、 factual claims on support knowledgeSoundUse mathematical techniques to verify,correct,and logically explain the information generatedTransparentExplain exactly why we believe a claim is accurate or not99%verification accuracy at detecting correct responses from LLMs 2025,Amazon Web Services,Inc.or