When an AI Agent Joins the Operation
An operational agent needs a live model of the systems it reasons about and an identity governed by the same IAM boundary as every other consumer.
Read articleThe architectural choices, field experience and technical ideas shaping Kubling.
An operational agent needs a live model of the systems it reasons about and an identity governed by the same IAM boundary as every other consumer.
Read articleA server can be a Redfish resource, a Kubernetes node, an asset record and a maintenance reference at the same time. Safe cross-system decisions depend on knowing that they are the same thing.
Read articleA BMS can tell you that rack 07 is getting hot, but deciding whether its workloads can be moved requires context from Redfish, Kubernetes and business APIs.
Read articleA practical guide to exporting Kubling logs, metrics and traces through OpenTelemetry and exploring them with Grafana.
Read articleA lost art that once shaped system design principles might be ready for a comeback.
Read articleOne Kubling, no barriers. Starting with 25.4.3, every feature is available to everyone because data federation should be universal.
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