Use cases
Before
A failed GitHub Actions deploy blocks release. On-call digs through logs manually.
After
Webhook queues the incident. Agent pulls workflow logs, identifies the failing step, and retries or opens a PR with the fix.
Before
Pods restart endlessly. Engineer SSHs in, checks events, guesses at config drift.
After
Agent runs kubectl diagnostics, compares with last known good, executes a safe rollback, and verifies stability for 5 minutes.
Before
Pager fires on high CPU. Team triages duplicate alerts with no clear owner.
After
Alertmanager webhook enqueues one incident. Agent diagnoses root cause, posts Slack summary, and waits for approval before remediation.
