Why Sev-1 incidents still happen in 2026
Despite decades of monitoring tooling, Sev-1 outages persist because most systems detect symptoms, not causes. Here's what changes when you go kernel-deep.
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Field notes from kernel-deep
Engineering and research on autonomous incident resolution for infrastructure of every kind.
Private-network AI for regulated enterprises
Healthcare and financial services can't send infrastructure telemetry to a vendor's cloud. Here's how Kersev AI runs the engine inside your perimeter — and posts to the ITSM tenant you already use, when you say so.
Read →From detection to resolution: a closed-loop architecture
Detect, diagnose, resolve — three stages that most tools handle in isolation. Kersev AI closes the loop. Here's how the architecture fits together.
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