Isolate, patch, and rollback outages before on-call engineers wake up.
AutoOps pairs eBPF kernel telemetry with causal graph agents to autonomously detect OOM crashes, scale sharded bottlenecks, and execute verified canary hot-patches in under 60 seconds.
eBPF Socket Queue Spike
Identified Envoy connection pool memory leak on port 443.
Causal Patch Generation
Applied memory limit patch + triggered canary deployment.
Canary Pass Receipt
0 dropped HTTP requests. CPU utilization dropped to 38%.
AutoOps AI Tri-Surface Architecture
Simulate Outages & Watch AutoOps Self-Heal
Inject simulated Kubernetes crashloops, network partitions, and database connection spikes to observe autonomous causal reasoning in real time.
Memory leak in Envoy connection pool causing OOMKilled crashloops on 14 pods.
Applied hot-patch container limits + automated rollback to v2.14.1 on canary node pool.
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