Akmatori Blog

AI-agent skills for distributed systems testing turn vague reliability checks into claim-driven test plans and reviewable findings. For SRE teams, the useful shift is simple: test the promises your system makes under the fault...

Railway's May 2026 Google Cloud suspension incident is a useful reminder that provider account state can become a production dependency. SRE teams should model vendor enforcement actions, control-plane cache expiry, and recove...

Grafana's Kubernetes Monitoring Helm chart v4 makes cluster observability configuration easier to review, merge, and operate. For SRE teams, the practical win is fewer fragile values files and fewer surprise workloads in produ...

Pangolin gives SRE teams an open-source way to publish private services through identity-aware tunnels instead of opening broad network paths. It combines a tunneled reverse proxy, WireGuard-based connectivity, and RBAC in one...

12-Factor Agents turns AI agent design into practical engineering rules: owned prompts, controlled context, structured tools, resumable state, and human approval paths. For SRE teams, it is a useful checklist for moving agents...

kagent brings agentic AI workflows into Kubernetes with custom resources, MCP tools, and OpenTelemetry tracing. For SRE teams, it is a useful signal that AI operations tooling is becoming more Kubernetes-native and auditable.