Use when your agent or environment is broken — wrong answers, errors, timeouts, tool failures, or CLI issues.
AWS EC2 virtual machine management — instances, security groups, key pairs, AMIs, EBS volumes, Auto Scaling Groups, Spot Instances…
AWS ECS container orchestration for running Docker containers.
Deep AWS expertise covering IAM, VPC networking, EKS, ECS, Lambda serverless, EC2 and Auto Scaling, RDS and Aurora, DynamoDB, S3…
AWS Forward-Deployed Engineer (FDE) for AI/ML solutions.
Use when preparing your agent for production — IAM scoping, inbound auth (JWT, SigV4), secrets management, cold start optimization…
Create, migrate, run, debug and optimize genomics workflows in AWS HealthOmics.
AWS hosting and deployment patterns covering compute (EC2, ECS, Lambda), networking (ALB, CloudFront, Route 53, API Gateway), databases…
AWS Identity and Access Management for users, roles, policies, and permissions.
Provides verified corrections for IAM behaviors that AI agents frequently get wrong — policy evaluation edge cases, trust policy gotchas…
Manage AWS IAM users, roles, groups, and policies without MCP.
Chat-based AWS infrastructure assistance using AWS CLI and console context.
Build well-architected AWS infrastructure with CDK and CloudFormation - latest documentation, validation, compliance, and troubleshooting.
Manage AWS infrastructure (CloudFormation, Cloud Control API, ECS, EKS, Serverless) without MCP.
AWS Lambda serverless functions for event-driven compute.
AWS Lambda handler patterns with CDK infrastructure conventions.
Migrates large estates of AWS Lambda functions (10–100+ Lambdas in monorepos) to Google Cloud Run.
Migrates AWS Lambda functions to Google Cloud Run.
Manage AWS messaging services (SNS, SQS, MQ, Step Functions, Location) without MCP.
Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI/CD quality gates, observability…
Provide comprehensive techniques for penetration testing AWS cloud environments.