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Federator.ai Cortex™ closes the IT/MEP loop between GPU workloads and facility cooling — synchronizing IT operations with mechanical, electrical, and plumbing systems under one control plane. By orchestrating the full DCOO lifecycle (Design, Construction, Operation, and Optimization) and forecasting workload spikes 60 to 120 seconds in advance, the platform pre-stages cooling before heat builds up, eliminating thermal throttling and reclaiming up to 10% of GPU capacity that would otherwise sit stranded.
Patented 4D Probabilistic Scheduling allocates GPU resources across four dimensions — space (MIG/MPS slicing), time (job duration), thermal load (heat zones), and power (rack limits) — while the KAI Scheduler shifts allocation from reactive to predictive. Adaptive Distributed Parallelism (ADP) automatically optimizes communication paths between GPUs regardless of generation. Together, these deliver a +50-percentage-point utilization gain and 2x GPU efficiency, sustaining utilization up to 95%.
Martin-SRE deploys AI agents that model the precursors to catastrophic failures. TadGAN anomaly modeling uses GANs to flag subtle deviations from baseline GPU behavior, and the kMotion Engine live-migrates training workloads off an at-risk GPU before it fails. Combined, these cut unplanned downtime by 90%.
Model Predictive Control (MPC) forecasts thermal spikes from incoming workloads and adjusts CDU coolant flow before power surges hit. Intelligent Root Cause Analysis (RCA) maps IT-OT dependencies to shrink Mean Time to Repair from hours to seconds. The result: PUE ≤ 1.15 and 45% higher cooling throughput.
Federator.ai Cortex ships with all 19 NVIDIA Cloud Partner (NCP) API categories pre-integrated, cutting compliance timelines from roughly 12 months to a few weeks. Its closed, local control loops also guarantee zero operational data exfiltration, supporting sovereign AI cloud deployments that need to keep data fully on-premises.
ProphetStor Data Services, Inc. is based in Milpitas, California. The company builds AI-native solutions for operating and optimizing AI factories.
For more information, visit www.prophetstor.com .
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