Agentic infrastructure represents the shift from static scripts and declarative manifests to dynamic, AI-driven operations.

Step 1 — From Automation to Autonomy

Traditional automation requires explicit rules. AI agents leverage LLMs to interpret intent, write Terraform, and debug live systems.

agent-policy.yamlyaml
agent:
  name: k8s-healer
  capabilities:
    - read-logs
    - restart-pods
    - scale-deployments
  guardrails:
    maxSpend: $50/day
    requireApprovalFor: database-drop

Step 2 — Auto-Remediation Workflow

When a PagerDuty alert fires, an agent can automatically parse the alert, query logs, identify the root cause, and propose a fix.

Agent Capabilities

  • Log Analysis: Summarizing gigabytes of logs into a root-cause hypothesis.
  • Self-Healing: Applying non-destructive fixes like restarting deadlocked pods.
  • Cost Optimization: Identifying and terminating idle resources autonomously.