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devopsAug 10, 20268 min read

Shadow Mode for DevOps AI Agents: Earn Trust on Real Incidents Before Write Access

Run your DevOps AI agent in shadow mode: log proposed fixes, score agreement against what on-call actually did, and set promotion criteria for write access.

devopsAug 9, 20268 min read

Kubernetes Cost Allocation Per Namespace: Showback That Teams Actually Trust

Kubernetes cost allocation per namespace, done right: OpenCost setup, idle and shared cost policy, label enforcement, and an automated showback report.

devopsAug 8, 20268 min read

Secrets Management for DevOps AI Agents: Credentials Without Leaks

Secrets management for DevOps AI agents: short-lived Vault credentials, OIDC workload identity, scoped tokens, and keeping keys out of the context window.

devopsAug 7, 20268 min read

GitOps for AI Agents: Make Your Agent Open Pull Requests, Not Run kubectl

Make your DevOps AI agent open GitOps pull requests instead of running kubectl: a PR tool schema, CI policy gates, CODEOWNERS approval, and Argo CD as executor.

sreAug 6, 20269 min read

Incident Memory for On-Call AI Agents: Stop Re-Diagnosing the Same Outage

Build persistent incident memory for on-call AI agents: a SQLite-plus-embeddings store, a recall tool, and guardrails against stale or poisoned memories.

devopsAug 5, 20268 min read

Kubernetes Pod Stuck in Terminating: How to Debug and Fix It

A hands-on fix for a Kubernetes pod stuck in Terminating: find blocking finalizers, dead nodes, and hung preStop hooks, and learn when --force is safe.