3175 - 智能体人工智能：使用 CrewAI 和 Gradio 构建多智能体应用程序（自带设备办公）.pdf

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1、Orlando,FLOctober 69IBM TechXchange 2025Session 3175Hailey Thao Quach,Joseph Santarcangelo,Faranak HeidariInformation Developer,Data Scientist,AI DeveloperIBM Skills Network Agentic AI:Build a Multi-Agent App with CrewAI&Gradio(BYOD)Agenda0102030405App overviewKey concepts overviewHands-On LabTakeaw

2、aysQ&AIBM TechXchange|2025 IBM CorporationWhat you will build by the end of this sessionIBM TechXchange|2025 IBM CorporationWhat you will learn in this session01020304050607Multi-agent systemAgentsTasksTools and Tool CallingCrewAIMultimodal AI:Llama 3.2GradioIBM TechXchange|2025 IBM Corporation4What

3、 is a multi-agent system(MAS)?A system where multiple autonomous entities,called agentsagents,work together to solve complex problems.Each agentagent specializes in a specific tasktask,but collectively,they achieve a goalgoal that is too big or complex for a single agent.They mimic real-world collab

4、oration and simplify complex workflowsworkflows.They enable reusability,reusability,modularity,scalability modularity,scalability and flexibilityflexibility.IBM TechXchange|2025 IBM Corporation5An MAS example of a game builder crewIBM TechXchange|2025 IBM Corporation6What you will learn in this sess

5、ion01020304050607Multi-agent systemAgentsTasksTools and Tool CallingCrewAIMultimodal AI:Llama 3.2GradioIBM TechXchange|2025 IBM Corporation7What is an agent in MAS?Think of agents as the workersworkers in the system.Each agent is autonomous and specializes in one tasktask.Works independently Works i

6、ndependently but shares information with other agents.Relies on others outputs Relies on others outputs to do their job better.IBM TechXchange|2025 IBM Corporation8Agents think before they act!IBM TechXchange|2025 IBM Corporation9ReAct AgentsIBM TechXchange|2025 IBM Corporation10ReasoningActingThe a