# Resources for operationalizing agentic AI
Resources

## AWS services


The following AWS services and features can help you build and operationalize agentic AI systems in the AWS Cloud:
+ [Amazon API Gateway](https://docs.aws.amazon.com/apigateway/latest/developerguide/welcome.html) can expose agent capabilities as scalable and offers usage-based pricing.
+ [AWS AppConfig](https://docs.aws.amazon.com/appconfig/latest/userguide/what-is-appconfig.html) offers runtime configuration management and feature toggling for agents across tenants or environments.
+ [Amazon Bedrock](https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html) is a foundation model service that agents can use for reasoning, generation, and prompt execution.
+ [AWS Cloud Development Kit (AWS CDK)](https://docs.aws.amazon.com/cdk/v2/guide/home.html) is an infrastructure as code service that you can use to deploy and manage agent stacks.
+ [AWS CloudTrail](https://docs.aws.amazon.com/awscloudtrail/latest/userguide/cloudtrail-user-guide.html) records event history so that you can track agent activity, audit trails, and integration behaviors.
+ [Amazon CloudWatch](https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/WhatIsCloudWatch.html) can manage logs, metrics, and alarms for monitoring agent performance and multi-agent collaboration behavior.
+ [AWS CodePipeline](https://docs.aws.amazon.com/codepipeline/latest/userguide/welcome.html) provides CI/CD automation that you can use to test, validate, and deploy agent code.
+ [Amazon Cognito](https://docs.aws.amazon.com/cognito/latest/developerguide/what-is-amazon-cognito.html) is an identity service that you can use to manage user and tenant authentication in multi-agent systems.
+ [AWS Config](https://docs.aws.amazon.com/config/latest/developerguide/WhatIsConfig.html) offers compliance and drift detection for agent policy and environment configuration.
+ [AWS Cost Explorer](https://docs.aws.amazon.com/cost-management/latest/userguide/ce-what-is.html) can track agent-level usage and help align costs to maximize your ROI.
+ [Amazon DynamoDB](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/Introduction.html) is a storage service that you can use for agent memory, improvement logs, and contextual state.
+ [Amazon Elastic File System (Amazon EFS)](https://docs.aws.amazon.com/efs/latest/ug/whatisefs.html) is a shared file system that you can use for agent collaboration or intermediate processing across workflows.
+ [Amazon EventBridge](https://docs.aws.amazon.com/eventbridge/latest/userguide/eb-what-is.html) is a core event bus that you can use to route tasks and orchestrate communication in the agent fabric.
+ [Amazon EventBridge Pipes](https://docs.aws.amazon.com/eventbridge/latest/userguide/eb-pipes.html) can streamline event ingestion and routing for connecting agents and services.
+ [Amazon GuardDuty](https://docs.aws.amazon.com/guardduty/latest/ug/what-is-guardduty.html) offers threat detection and anomaly monitoring that can support safe agent execution.
+ [AWS Identity and Access Management (IAM)](https://docs.aws.amazon.com/IAM/latest/UserGuide/introduction.html) helps you define fine-grained permissions for agent execution and data access.
+ [AWS Lambda](https://docs.aws.amazon.com/lambda/latest/dg/welcome.html) is a stateless compute service that can run agent logic and swarm drones.
+ [AWS Marketplace](https://docs.aws.amazon.com/marketplace/latest/userguide/what-is-marketplace.html) is an external distribution platform that you can use to offer agent capabilities as commercial products.
+ [AWS Organizations](https://docs.aws.amazon.com/organizations/latest/userguide/orgs_introduction.html) is a cross-account governance and policy enforcement service that can help you manage multi-tenant agent infrastructure.
+ [AWS Organizations service control policies](https://docs.aws.amazon.com/organizations/latest/userguide/orgs_manage_policies_scps.html) act as guardrails for controlling permissions at the account or organizational unit level.
+ [Amazon Quick](https://docs.aws.amazon.com/quicksuite/latest/userguide/what-is.html) is a generative AI-powered business intelligence (BI) platform that helps you analyze data, create visualizations, automate workflows, and collaborate with others across your organization.
+ [AWS Resource Access Manager (AWS RAM)](https://docs.aws.amazon.com/ram/latest/userguide/what-is.html) can help you share capabilities between accounts and agent services.
+ [Amazon SageMaker AI](https://docs.aws.amazon.com/sagemaker/latest/dg/whatis.html) is a service that you can use for model training, fine-tuning, and inference beyond foundational models.
+ [Amazon Simple Storage Service (Amazon S3)](https://docs.aws.amazon.com/AmazonS3/latest/userguide/Welcome.html) offers object storage for prompt libraries, model artifacts, and agent-generated data.
+ [AWS Step Functions](https://docs.aws.amazon.com/step-functions/latest/dg/welcome.html) is a workflow engine that can help you coordinate multi-agent flows and retraining pipelines.
+ [AWS X-Ray](https://docs.aws.amazon.com/xray/latest/devguide/aws-xray.html) offers distributed tracing that you can use to track agent decision flows and service dependencies.

## Other AWS resources

+ [Foundations of agentic AI on AWS](https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-foundations/)
+ [Agentic AI patterns and workflows on AWS](https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-patterns/)
+ [Agentic AI frameworks, protocols, and tools on AWS](https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-frameworks/resources.html)
+ [Building serverless architectures for agentic AI on AWS](https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-serverless/)
+ [Building multi-tenant architectures for agentic AI on AWS](https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-multitenant/)