DEV204IntermediateDeveloper Tools Playbook 5 live updates

AI-Powered EKS Troubleshooting with AWS DevOps Agent

What this session is about

Managing EKS clusters means correlating logs, metrics, IAM policies, and network configurations under pressure. The AWS DevOps Agent, announced at re:Invent 2025, changes this workflow fundamentally. In this session, you'll watch a live demonstration where the DevOps Agent autonomously investigates an EKS service failuretracing issues from Pod logs through VPC Security Groups without manual intervention. You'll learn how the agent correlates cross-service dependencies, generates verified remediation plans, and integrates into existing SRE workflows.

Playbook

Editorial commentary · what to actually do about this on Monday

The concept
An LLM agent that does SRE-style triage: correlates Pod logs, IAM policies, VPC security groups, network configs, and proposes verified remediation.
Why it matters
Mean time to resolution in Kubernetes is dominated by *correlation* across surfaces. Engineers spend the first 20 minutes of an incident gathering context. Agents are good at that.
The hard parts
Generic SRE agents miss your idioms — your naming conventions, your custom controllers, your "we always restart that pod first" tribal knowledge.
Playbook moves
(1) Curate your runbooks as MCP tools the agent can call. (2) Treat your existing playbooks as agent training data — version them. (3) Wire the agent into ChatOps so its proposals are visible to the team.
The surprise
Agents are best at the boring 80% of incidents. The hard 20% they'll fumble — that's where humans still win. So measure success on *time-to-page-the-human*, not on full autoresolution. The agent's job is to short-circuit the easy stuff and hand off cleanly when it's stuck. ---

Independent editorial perspective — not an official AWS or speaker statement. Designed for executives evaluating what to brief their teams on next.

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