2668 - 学生开发日：从原型到生产：将智能体人工智能系统投入实际部署.pdf

1、Orlando,FLOctober 69IBM TechXchange 2025From Prototype to ProductionOperationalizing Agentic AI SystemsOperationalizing Agentic AI Systemsfor Realfor Real-World DeploymentWorld Deployment Session code(2668)Session code(2668)Ashwin BaluAshwin BaluIBM,Client Success Leader,CanadaRaji RVRaji RVIBM,Clie

2、nt Success Technical ArchitectIBM TechXchange|2025 IBM Corporation2IBM TechXchange|2025 IBM CorporationPreview of the todays adventure01020304050607Prepping for the Journey /Understanding Agentic AIThe Quest Begins /Building a PrototypeMapping Out a Strategy /Architecture and DesignThe Fellowship /O

3、rganizational ReadinessThe Trusted Guide /Safety,Alignment,OversightThe Triumphs /Real-World Case StudiesThe Next Chapter /Closing and Call to ActionIBM TechXchange|2025 IBM Corporation8Anatomy of an agentThink-Act-Observe cycleIBM TechXchange|2025 IBM Corporation14“Think“Think ActAct Observe”cycleO

4、bserve”cycleContinuous decision loop to dynamically adapt behaviorThink:Think:Analyze environment using memory and other inputsAct:Act:Choose and performsome set of actionsObserve:Observe:Evaluate the result and decide what to do next Taken together,this feedback loop enablesenables learninglearning

5、Anatomy of an agentPerceptionIBM TechXchange|2025 IBM Corporation15PerceptionPerceptionAbility to gather,interpret and process data from environment Can be visual,auditory,textual,or environmentalProcessProcess of perception:1.Collect input2.Remove noise3.Extract key features4.Detect/interpret patte

6、rnsAnatomy of an agentMemoryIBM TechXchange|2025 IBM Corporation16MemoryMemoryAbility to store and recall past experiences to improve decision-makingShortShort-term memoryterm memory used to remember recent events for immediate decision-makingImplemented throughrolling context windowLongLong-term me