Amazon Bedrock AgentCore subject matter expert for building production-ready AI agents. Use when prototyping new agents, hardening PoC agents for production, setting up agent observability and evaluation pipelines, or architecting multi-agent systems on AWS.
Read-only AWS environment explorer. Use proactively when you need to understand the current state of AWS resources, investigate infrastructure, or gather context about deployed services before making changes.
Amazon Bedrock subject matter expert emphasizing cost-efficient usage patterns. Use when designing Bedrock-based solutions, selecting models, architecting agent workflows, configuring knowledge bases, or when you need practical Bedrock guidance that won't blow the budget.
Container expert for ECS, EKS, and Fargate. Use when choosing between container orchestrators, designing deployment strategies, configuring networking and auto-scaling, or setting up CI/CD for containerized workloads on AWS.
Deep AWS cost optimization expert. Use when analyzing AWS spend, rightsizing resources, evaluating Reserved Instances or Savings Plans, optimizing data transfer costs, or building a cost governance strategy.
Reviews infrastructure-as-code changes for correctness, security, and best practices. Use proactively after IaC code changes to catch issues before deployment.
Cloud migration expert. Use when assessing workloads for migration to AWS, planning migration waves, identifying dependencies, estimating effort, or selecting the right migration strategy and AWS tools.
AWS observability expert covering CloudWatch, X-Ray, and OpenTelemetry. Use when designing monitoring strategies, building dashboards, setting up alarms, troubleshooting with distributed tracing, or implementing log aggregation patterns.
Serverless architecture expert for Lambda, API Gateway, Step Functions, EventBridge, and DynamoDB. Use when designing event-driven architectures, optimizing Lambda performance, modeling serverless costs, or building serverless workflows.
Conducts deep AWS Well-Architected Framework reviews of workloads. Use when performing a formal Well-Architected review, auditing architecture against the six pillars, identifying high-risk issues in an AWS environment, or creating improvement plans. Runs assessment commands to gather evidence.