3008 - 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 DeploymentSession code(3008)Session code(3008)Ashwin BaluAshwin BaluIBM,Client Success Leader,CanadaRaji RVRaji RVIBM,Clien

2、t 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 /Or

3、ganizational 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”Observe

4、”cyclecycleContinuous decision loop to dynamically adapt behavior Think:Analyze environment using memory and other inputs Act:Choose and performsome set of actions Observe:Evaluate the result and decide what to do next Taken together,this feedback loop enables learningAnatomy of an agentPerceptionIB

5、M TechXchange|2025 IBM Corporation15PerceptionPerceptionAbility to gather,interpret and process data from environment Can be visual,auditory,textual,or environmental Process of perception:1.Collect input2.Remove noise3.Extract key features4.Detect/interpret patternsAnatomy of an agentMemoryIBM TechX

6、change|2025 IBM Corporation16MemoryMemoryAbility to store and recall past experiences to improve decision-making Short-term memory used to remember recent events for immediate decision-makingImplemented throughrolling context window Long-term memory used to store info across sessions to gain intelli