Category: Learning Levels

AWS Transform custom runs an autonomous agent with shell access over your source code, using your AWS credentials. This post bounds it with three controls: a scoped trust allowlist, an execution identity separate from the one that authors, and a per-run agent-minute cap backed by an account budget.

AWS Elastic Beanstalk now joins your Windows Server instances to an Active Directory domain automatically at launch, before your application deploys, with no join scripts and no stored domain credentials. This walkthrough shows how to set it up, confirm the join, and see how Elastic Beanstalk reports a failed join without failing your deployment.

HERE Technologies is accelerating NDS.Live map data development with an orchestrated, multi-agent approach built on Kiro. Kiro powers, the Kiro CLI, a three-layer memory system, and Code Intelligence turned a fragile, manual workflow into a consistent, largely automated process with ASPICE traceability captured as work is created.

AWS CodeDeploy now offers a purpose-built RESTART deployment mode that reapplies the last successful revision to EC2 and on-premises fleets. It keeps restarts inside CodeDeploy with the same batch sizing, health checks, alarm monitoring, and rollback behavior as a standard deployment, and ran up to 6.1x faster in testing.

Learn how to connect AWS DevOps Agent investigation events to third-party tools such as Jira using Amazon EventBridge and AWS Lambda. This post walks through a deployable AWS CDK solution that automatically creates and updates Jira issues as an investigation progresses, and shows how to adapt the same pattern to ServiceNow, PagerDuty, and other tools.

Connect AWS DevOps Agent to your Amazon OpenSearch Service observability data using the Model Context Protocol (MCP), so an alert that fires at 2 AM triggers autonomous root cause investigation. Covers three MCP server hosting paths (self-managed on Amazon ECS, Amazon Bedrock AgentCore, or built-in OpenSearch 3.3+), plus alert routing and FGAC role mapping.

Mirelo AI turned its hosted Model Context Protocol (MCP) server into a Kiro power, so developers can generate production-ready sound effects from a natural-language prompt without leaving their IDE. Learn how Mirelo built the integration and how AWS Enterprise Support helped bring it to the Kiro powers marketplace.

Property Finder built end-to-end autonomous incident management with AWS DevOps Agent. The full lifecycle, from alert to root cause analysis, Jira ticket, on-call page, and an auto-remediation pull request, completes in 14 minutes, down from 2 to 3 days for detection alone.

AWS DevOps Agent investigates production incidents and proposes or applies fixes on your behalf, raising two questions for every operation and security review: what did the agent do, and how do you understand its impact? Learn how to build a durable, low-maintenance audit trail using the agent journal, Amazon EventBridge lifecycle events, and AWS CloudTrail.

Introduction Continuous improvement depends on experimentation. Teams know that the fastest path to better outcomes is to test changes against real user behavior, measure results, and iterate. In practice, sustaining that cycle is slow and costly because the overhead compounds with each attempt. Three barriers slow teams down: 1. Planning cost — Turning a proposed […]