Flink Agents：基于 Apache Flink 的智能体 AI 框架.pdf

1、Flink Agents:The Agentic AI Framework based on Apache FlinkXintong SongMayank JunejaStaff Software Engineer,Alibaba CloudSenior Product Manager,ConfluentAI Application TechniquesLarge-Language ModelGeneral KnowledgeBasic Cognitive and Thinking SkillsDomain-Specific AugmentationDomain-Specific Knowle

2、dgeBusiness-Specific InformationPersonal DataReal-time AugmentationReal-time Business DataReal-time EventsAgentic AIAutonomous ReasoningInformation RetrievalTaking ActionsReal-Time AugmentationReal-time AugmentationReal-time Business DataReal-time EventsLarge-Language ModelGeneral KnowledgeBasic Cog

3、nitive and Thinking SkillsDomain-Specific AugmentationDomain-Specific KnowledgeBusiness-Specific InformationPersonal DataAgentic AIAutonomous ReasoningInformation RetrievalTaking ActionsReal-Time RAGLLMEmbeddingLLMGenerationVector DBEnterpriseDataUserRequestEmbeddedRequestRequest&ContextResponseMode

4、l InferenceVectorDB IntegrationSemi/Un-structured Data Type SupportsReal-Time RAGModel InferenceVectorDB IntegrationSemi/Un-structured Data Type SupportsModel DefinitionSQL:FLIP-437Table API:FLIP-507Model InvocationSQL:FLIP-525Table API:FLIP-526Vector SinkElasticsearchMilvus(Planning)Vector SearchSQ

5、L Syntax:FLIP-517 Semi-StructuredVariant:FLIP-521Un-StructuredLance(Planning)Agentic AILarge-Language ModelGeneral KnowledgeBasic Cognitive and Thinking SkillsDomain-Specific AugmentationDomain-Specific KnowledgeBusiness-Specific InformationPersonal DataReal-time AugmentationReal-time Business DataR

6、eal-time EventsAgentic AIAutonomous ReasoningInformation RetrievalTaking ActionsApache Flink AgentsCo-initiated by developers fromAlibaba Cloud,Confluent,Ververica and LinkedIn.Our worldview:Agents are event-driven microservicesOrchestration&Data PrepSystem-generated eventsData preparation LLMsInfer