It's 2:13 AM. A production database fails.
Alert fires. The on-call jumps between tools. Logs, metrics, tickets, Slack — pieces without a shared picture. Someone decides. Someone fixes. Someone verifies. By morning it looks resolved — until it happens again.
The problem isn't that companies don't have enough infrastructure tools. The problem is that their tools can tell them something is wrong, but humans still have to think, investigate, decide, and fix it.
On-call paged, groggy triage across five tools
Forty-plus minutes correlating logs and tickets
Blast radius unknown while customers feel it
Human-operated recovery
Agents detect and correlate across the graph
Root cause framed with evidence before humans wake
Remediation proposed or gated — never silent destruction




