The qaTT Blog

Category: AI Operations, DevOps, SRE, Incident Response | Read time: 6 minutes There is a popular idea circulating in the AI operations space right now: the autonomous agent. An alert fires. An AI agent investigates, decides what's wrong, and fixes it — restarting services, scaling deployments, rolling back releases — all before a human engineer has even opened their laptop. It's an appealing vision. It's also, for most production environments today, the wrong one. Not becaus

Published: September 2026 | Category: Kubernetes, DevOps, SRE, CloudOps | Read time: 6 minutes Kubernetes has won. For modern cloud-native infrastructure, it has become the dominant platform for running containerized workloads — from startups deploying their first microservices to global enterprises managing thousands of services across multiple regions. But adoption and understanding are two very different things. Ask any DevOps engineer or SRE what their most frustrating on

Published: June 2026 | Category: DevOps, SRE, Observability, CloudOps | Read time: 6 minutes You have Prometheus tracking your metrics. Grafana visualizing your dashboards. Loki collecting your logs. Alertmanager firing notifications. PagerDuty waking up your on-call engineer at 2am. You've invested heavily in your monitoring stack. You have more visibility into your infrastructure than ever before. So why does it still take your team hours to resolve incidents? The uncomfort

Published: May 2026 | Category: DevOps, SRE, CloudOps, Incident Response | Read time: 5 minutes Every minute of downtime costs money. Whether it's lost revenue, damaged customer trust, or frustrated engineers scrambling at 3am — the speed at which your team resolves incidents matters enormously. That's where MTTR comes in. Understanding MTTR — and more importantly, knowing how to reduce it — is one of the most impactful things a DevOps or SRE team can focus on. Here's everyth

Published: May 2026 | Category: CloudOps, DevOps, GenAI | Read time: 4 minutes If you've spent any time in a DevOps or SRE role, you know the drill. An alert fires at 2am. You jump between your monitoring dashboard, your logging platform, your incident management tool, and your communication app — all while trying to figure out what's broken and how to fix it before it impacts customers. It's chaotic. It's slow. And it costs your team valuable time every single time it happen