We were building a DevOps agent to help with on-call remediation. The idea was straightforward: when an incident fires, the agent reads the relevant runbook from our internal wiki, assesses the situation, and executes the appropriate remediation steps. No waiting for an engineer to wake up at 3 am, find the right page, and manually run through a checklist.