AWS DevOps Agent in Practice: AI-Powered SRE on AWS

by Adam Seebeck

Autonomous incident response only works if the trust boundary is right. AWS DevOps Agent ships managed compute that investigates, reasons, and acts inside an Agent Space you define. This book teaches the IAM blueprints, Skills, MCP integrations, and approval gates that make that boundary safe in production, billed per second of active work and audited through CloudTrail.

You build a real setup end to a multi-account Agent Space topology that bounds blast radius, a least-privilege IAM blueprint validated in code before any Console click, custom Skills that encode your runbooks, a private MCP server that bridges internal APIs, and approval-gated remediation that ties every write to a CloudTrail audit record. An RDS connection-pool case study threads all 12 chapters, so every pattern lands on a working system.

What you
- A three-layer mental Bedrock AgentCore substrate, DevOps Agent service, and the knowledge and tool layer your team owns
- Frozen-dataclass Agent Space topology with `is_production` flags, ownership rules, and version-controlled JSON snapshots
- Production-safe IAM blueprints with `aidevops.amazonaws.com` service principal, `` plus `` confused-deputy controls, and a write-boundary scanner that rejects 44 mutation patterns
- Secret-free integration audits for CloudWatch, Splunk, PagerDuty, Datadog, Dynatrace, New Relic, Grafana, GitHub, GitLab, Azure DevOps, ServiceNow, and Slack
- Custom Skills with required SKILL.md sections, agent-type targeting, AGENTS.md loading, and a SHA-256 manifest for promotion
- A private MCP server with stdio for local dev plus the production switch to Streamable HTTP over VPC Private Connections
- Investigation transcripts, operator feedback that drives Learned Skills, and CloudTrail audit exports scoped to the assumed-role session
- Six split remediation actions (RESTART, SCALE_INSTANCE, SCALE_SERVICE, ROLLBACK_LAMBDA / ECS / CODEDEPLOY, SSM_AUTOMATION) with time-bound IAM session policies and approval gates
- Cross-cloud handoff modeling for Azure SRE Agent to AWS DevOps Agent with circular-rule prevention
- Skill evaluation harnesses, MCP schema validators, promotion gates, and governance audits that surface quota exhaustion, credit overruns, and credential leaks
- A capstone case study from CloudWatch alarm to approval-gated restart to prevention workflow, tied to a per-second cost report

What makes this book
- Trust boundary first. Service principal, confused-deputy conditions, Agent Space ARN format, and CloudTrail audit identity are pinned and validated in code. Most teams click through the Console; this book treats the boundary as infrastructure-as-code.
- Per-second cost discipline. Active-work billing rewards concise investigations. Cost Explorer / CUR Athena queries, free-trial accounting, and Support-plan credit tracking are wired into the governance layer.
- Production deployment realities. Streamable HTTP transport, TLS 1.2 minimum, OAuth 2.0 or token auth, and VPC Private Connections setup are called out explicitly, with the local-stdio versus production-registration distinction made clear.
- Anchored in real outcomes. Customer-published numbers (Western Governors University 2 hours to 28 minutes, Zenchef 75% reduction, United Airlines 500+ AWS accounts unified, T-Mobile multi-cloud Splunk integration) frame the chapters that produce them.

Intermediate Python (3.11+). AWS account with IAM admin access. Familiarity with CloudWatch, IAM trust policies, and one observability tool. No prior agent-framework experience required.

Autonomous SRE doesn't replace the on-call. It removes the repetitive glue between alert, evidence, diagnosis, and action. Build the trust boundary first.

304 pages, Kindle Edition

Published May 3, 2026

About the author

Adam Seebeck is an author, technologist, and the CEO of unQbd, a publishing company redefining how readers experience books through a unique streaming platform. A passionate developer and educator, Adam began his career with a breakout AOL app in the early 2000s and later led a successful software company before turning to teaching .NET at a technical college. He is the author of multiple programming books, including the widely-read C# Fundamentals and the newly released Blazor Fundamentals.

Adam is also the founder of Hungry Coders, a developer meetup focused on community, curiosity, and code. Whether writing, coding, or mentoring, Adam remains focused on building tools, stories, and spaces that empower others to create.