AI Infra Solutions LLC

About Us

We operate the largest training and serving clusters across multi-cloud and on-prem environments that were used to train world-renowned foundational models. Our expertise spans the entire infrastructure stack, from hardware troubleshooting to distributed systems orchestration.

Our Services

Kubernetes Deployment

Deploy and manage Kubernetes clusters at scale with:

Cost attribution and tracking
Gang scheduling operations
Multi-cloud orchestration

Hardware Troubleshooting

Expert diagnosis and resolution of infrastructure issues:

NVIDIA GPU and NVLink issues
XID error analysis and resolution
Infiniband and switch problems
Hardware failure root cause analysis

Training Run Recovery

Restore and manage training runs across:

Tens of thousands of GPUs
Checkpoint management and recovery
Fault-tolerant training pipelines

Control Plane Development

Build unified control planes for:

Multi-cloud resource management
On-prem and bare metal orchestration
Unified resource abstraction

Storage & Checkpoint Management

Optimize storage utilization:

Prevent storage exhaustion
Efficient checkpoint strategies
Data lifecycle management

Agentic On-Call Systems

Automated incident response:

Intelligent root cause analysis
Fast mitigation and recovery
Self-healing infrastructure