Caladrius builds root-cause analysis and closed-loop remediation for GPU infrastructure. When a training or inference job stalls or slows, the cause can sit in the GPU devices, the fabric, storage and checkpoints, or the workload itself, and resolving it today means an engineer correlating signals across all of those by hand. Caladrius does that work: it identifies the actual problem, drives the fix, and confirms it worked.

We have built this class of software before. The team founded ReleaseIQ, an SRE and ops-automation platform acquired by CloudBees, after earlier work at VMware and WebLogic, and runs SRE operations through Awan Infotech. GPU infrastructure is the same discipline pointed at a newer problem: the failures live below the application layer, where general tools see a black box.

GPU infrastructure fails in ways general tooling can't see. A slowdown or failure in one layer can silently stall thousands of GPUs, with the root cause buried below the application layer, and resolving it today costs hours of hand-correlation. Our mission is to close that gap: a named root cause, a driven fix, and a verified outcome for every GPU incident.