ProphetStor Logo
  • +1-408-508-6255
  • 830 Hillview Court, Suite 100 Milpitas, CA 95035
  • info@prophetstor.com
Start for FREE

INFOGRAPHIC | Federator.ai Cortex: The AI Factory Engine

blog image

Federator.ai Cortex: The AI Factory Engine

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.

How Federator.ai Cortex Delivers Efficiency for AI Factories

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%.

How Federator.ai Cortex Ensures Resilience for AI Factories

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%.

How Federator.ai Cortex Unifies IT/OT Operations for AI Factories

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.

How Federator.ai Cortex Accelerates Time-to-Production for AI Factories

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.

#AI Factory, #Data center, #AI infrastructure, #GPU optimization, #Liquid cooling, #Predictive analytics, #Thermal management

Frequently Asked Questions

It means synchronizing GPU workloads (IT) with facility cooling, power, and plumbing systems (MEP/OT) under one control plane, so cooling is pre-staged ahead of demand instead of reacting after the fact. This is what eliminates thermal throttling and recovers up to 10% of stranded GPU capacity.
60 to 120 seconds before a workload spike occurs, giving the cooling system enough lead time to pre-stage capacity before heat-induced throttling can happen.
Patented 4D Probabilistic Scheduling allocates GPUs across space, time, thermal load, and power simultaneously, while Adaptive Distributed Parallelism optimizes inter-GPU communication. Together they deliver a +50 percentage point utilization gain, 2x GPU efficiency, and sustained utilization up to 95%.
Martin-SRE is the AI agent system Federator.ai Cortex uses to model the precursors to catastrophic GPU failures. It works alongside TadGAN anomaly modeling and the kMotion Engine as part of the platform’s resilience layer, which together deliver a 90% reduction in unplanned downtime.
It ships with all 19 NVIDIA Cloud Partner (NCP) API categories pre-integrated, cutting compliance timelines from about 12 months to a few weeks. Its closed, local control loops also ensure zero operational data exfiltration, supporting sovereign AI cloud deployments.
Tweet

About ProphetStor Data Services, Inc.

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 .

Additional Resources

ProphetStor Federator.ai is a registered trademark of ProphetStor Data Services, Inc. in the US and other countries. All other company and product names contained herein may be trademarks of their respective holders.

Please select the software you would like a demo of:

Federator.ai Cortex™

A Unified IT and OT Closed-Loop AIOps System for Modern AI Factories
Request a Demo

Federator.ai GPU Booster™

GPU Performance Maximization with AI-Enhanced Dynamic Allocation for LLMs
Request a Demo

Federator.ai Smart Liquid Cooling™

Predictive Workload-Aware Liquid Cooling for High-Density GPU Data Centers
Request a Demo

Federator.ai GPU Booster Inference™

GPU Performance Maximization with AI-Enhanced Dynamic Allocation for LLM Inference
Request a Demo

Federator.ai™

AI-Driven Compute Resource Optimization for Cloud and On-Premises Operations
Request a Demo