AI-OPS

All posts tagged with ai-ops

Luminous gold neural mesh absorbing data streams from Datadog, Kubernetes, AWS, and Cloudflare arteries in a deep navy void

2026-04-10 | 13 min read

RAG-Powered SRE Agent: Building Total Situational Awareness for a Gaming Platform

We built an autonomous SRE agent that connects to Datadog, Kubernetes, AWS, and Cloudflare simultaneously — then gave it RAG access to every runbook, post-mortem, and line of source code the company ever wrote. MTTR dropped from 45 minutes to 8. Here's the architecture.

AI-OPS SRE KUBERNETES

Bioluminescent neural mesh of gold and cyan synapses diagnosing an incident above a sleeping SRE engineer at dawn, DEVOPSARG coffee mug on desk

2026-03-28 | 5 min read

Building an AI Incident Responder That Actually Works

We built an AI agent that reads logs, correlates traces, and suggests fixes before the on-call engineer finishes their coffee. Here's exactly how we did it.

AI-OPS SRE CLAUDE