Caladrius is a root-cause analysis and closed-loop remediation platform for GPU infrastructure. When a job stalls or slows, it traces the problem below the application layer, across device, fabric, storage, and workload then drives the fix on your approval and verifies it held.
GPU utilization" measures busy, not productive — so tenants pay for stalled accelerators they can't see. This paper defines an MFU-based efficiency model, measured against paid GPU-hours, that Caladri
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