使用安全而强大的代理加速AI之旅的最佳实践

Best Practices for Accelerating Your AI Journey with Secure and Powerful AgentsKEVIN KILEYDECEMBER 2024| Airia2ADOPT EXISTINGMODELCreate & Maximize AI ValueEffort & ComplexityDATAPROMPTSGOVERNANCESECURITYCREATE & CONTROLMULTIPLE MODELSTOOLS & TECHNOLOGIESDEPLOYMENT STRATEGIESDOMAIN MODELSCOMPANY MODELSGOVERNANCE POLICIESSECURITY FRAMEWORKSPROMPTS & FINE-TUNINGHIGHER VALUELOWER RISKLOWER VALUEHIGHER RISKSpeed Bumps to Realize Higher Value & ROIData IntegrationSecurityCostLegal and IPRegulatory and Governance ChallengesBrand and Reputational Risk| Airia3New attack surfaces across the AI lifecycleEntirely New Security Threat Vectors | Airia CONFIDENTIAL4Data collectionModel trainingDeploymentRuntime•Training data poisoning•Data theft•Untrusted inference infrastructure•Model theft•Uncertain model provenance•Shadow AI•Data leakage•Model denial-of-service attacks•Prompt injections•Insecure tool calls| Airia5| Airia6| Airia7Model Security8Superpowered Hacks & ExploitationsData Poisoning