---
marp: true
---

## What Kubernetes remediation actually requires

![Domain depth](../svg/03a-domain-depth.svg)

<!-- Speaker notes:
Remediation is a deep domain built over 3 major releases: signal intake with deduplication,
LLM-powered root cause analysis, workflow execution (Tekton, K8s Jobs, Ansible),
safety controls (OPA, RBAC, approval gates), effectiveness verification, and full audit trail.
-->

---

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