Case study · incident auto-resolved
A fintech scale-up shipped a payments release at 2:56 a.m. UTC. Eleven minutes later it started crash-looping. This is the minute-by-minute record of how the fleet handled it — reconstructed from the actual decision log.
02:56:03 UTC
The team deploys payments:v2.14.2 — a routine dependency bump — and goes to bed. Canary checks pass. Nothing looks wrong yet.
03:07:14
Eleven minutes in, a memory leak tips the pod over. BODH correlates the restart pattern with the deploy timestamp before the third crash even lands.
03:07:21
The orchestrator weighs the evidence: fresh deploy, healthy previous version, error signature in the new dependency. Confidence 0.91 — above the 0.85 autonomy threshold the customer set. No human approval required.
03:07:29
Before touching the broken pod, LEHAR shifts live checkout traffic to healthy replicas. Customers paying at 3 a.m. never see an error page.
03:07:48
KRIYA re-deploys the last known-good image and watches the health gates. No creative hotfixes at 3 a.m. — just the reversible action with the best expected outcome.
03:08:50
BODH confirms 50/50 health checks passing and error rates back to baseline. The incident is closed by the same system that opened it.
03:09:02
Timeline, root cause, actions taken, and a suggested pin for the leaky dependency — attached to ticket OPS-1187 and posted to the team's channel.
07:58 — over coffee
The on-call engineer reads the full story in Slack: what broke, what the fleet did, why it was confident, and the one-line command to un-do it if they disagree. They don't.
The scoreboard
0s
alert → resolved
0
requests dropped
$0
revenue lost
0
humans woken up
“I used to keep my laptop by the bed on release nights. Now I keep it in another room — out of spite.”
Why this worked
Below 0.85, the fleet pages a human instead of acting. This incident cleared the bar; ambiguous ones don't.
Rollback beats hotfix at 3 a.m. Every autonomous action ships with its own undo command.
The morning report is the trust engine. What, why, confidence, undo — every single time.
Start with a 2-week read-only shadow audit. The fleet watches, recommends and earns the keys.