Abstract Modern AI agents can process logs, metrics, dashboards, and incident tickets, but often struggle with real-world operational reasoning due to limited understanding of underlying infrastructure. more

Modern enterprise networks generate enormous volumes of telemetry, logs, flow records, and packet captures — yet understanding how traffic actually moves through the infrastructure remains surprisingly hard. Network behavior is hidden behind layers of virtualization, overlays, and cloud abstractions, leaving engineers to manually stitch together signals from multiple tools just to answer basic qu… more