OpenClaw for SRE: Self-Hosted AI Agents That Actually Respond to Incidents

TL;DR: OpenClaw is a self-hosted AI agent framework that connects to Slack, Teams, and other channels. For SRE teams, it's a way to build incident response automation that runs entirely on your infrastructure, with custom skills for runbook execution, alert triage, and operational context. The SRE Automation Gap Every SRE team I've worked with has the same problem: too many alerts, not enough context, and runbooks that exist but don't get followed at 3 AM. The typical incident response flow looks like this: PagerDuty fires an alert On-call engineer wakes up, opens laptop Checks Slack for context (is anyone else awake?) Opens Grafana, tries to find the relevant dashboard Searches Confluence for the runbook Realizes the runbook is outdated Starts troubleshooting from scratch Steps 2 through 6 consume 15 to 30 minutes before any real diagnosis begins. For a P1 incident at scale, that's the difference between a blip and an outage that hits the status page. SaaS tools like PagerDuty's AIOps