Optimize enterprise GPU orchestration. Automate AI model and agent deployment.

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MemVerge.ai Docs

Introducing MemVerge.ai Software

GPU Scheduling & Orchestration

Maximize utilization of Kubernetes computing cluster for AI projects, supporting both NVIDIA and AMD GPUs

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Transparent Checkpointing and Hot Restart

Unblock AI productivity by dynamic prioritization and graceful preemption when clusters are at capacity

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Model and Agent Deployment Automation

Simplify the deployment of open source models and AI agents in an enterprise data center or VPC

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Memory Machine™ Batch

for AWS

The SpotSurfer feature in Memory Machine Batch expands the capability of AWS Batch environments to bring more workloads onto low-cost Spot instances. The service combines checkpointing with cloud automation gracefully handles spot terminations, making it possible for big stateful workloads to run safely on Spot instances, and allowing you to save up to 90% in compute cost.

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Memory Machine™ X for CXL^®

Memory Machine X software is revolutionizing how memory is used by automatically tiering DIMM and new CXL® memory, and by allowing multiple servers to access shared memory in fabric-attached memory systems. Server Memory Expansion software ensures bandwidth or latency quality-of-service (QoS) by intelligently tiering of lower cost CXL memory. Fabric-Attached Memory software delivers 280% better Ray performance for array shuffle across 4 nodes.

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