AI & HPC
Validated NVIDIA stacks and HPC platforms with RDMA/NFS pipelines-scale from PoC to supercluster with liquid-cooling options.
- Badge: OVX/HGX validated
- Badge: NFS over RDMA
- Badge: Parallel throughput
- Badge: Supercluster-ready
- Badge: Liquid cooling
Vendors we implement & support
NVIDIA
OVX/HGX reference designs, AI Enterprise, CUDA toolchain
Dell Technologies
GPU servers and OVX platforms for training/inference
Lenovo
OVX/HGX GPU platforms, Neptune DLC cooling for dense racks
HPE
Cray EX/HPC & GreenLake for AI
NetApp
AI validated designs with NFS over RDMA, data pipelines
IBM
Spectrum Scale (parallel file) and HPC scheduling stacks
Customer outcomes
GenAI Training
Scaled to multi-GPU nodes with RDMA fabric
Outcome: 2.1x faster epoch time; stable thermals with DLC.
Vision Analytics
Edge-to-core data pipeline feeding GPU farm
Outcome: 35% ingest improvement; 28% lower $/training.
HPC Research
Parallel file + Slurm acceleration for CFD
Outcome: 1.6x I/O throughput; 20% less queue wait.
Products we deploy
Cisco
Intersight
SaaS control plane for UCS/HyperFlex and multi-vendor integrations.
- Inventory
- Policy templates
- Telemetry
Dell Technologies
OpenManage Enterprise + iDRAC
Server lifecycle automation and OOB management.
- Patching
- Compliance
- Redfish APIs
HPE
OneView + iLO
Templates and REST automation for servers and composable systems.
- Profiles
- Firmware baselines
- Remote console
Lenovo
XClarity Admin
Fleet provisioning, updates, and monitoring for ThinkSystem/ThinkEdge.
- Discovery
- Compliance
- Alerts
Schneider Electric (APC)
EcoStruxure IT (DCIM)
Cloud/hybrid DCIM for power/thermal monitoring and capacity.
- Power chains
- Sensors
- Planning
Vertiv
Liebert UPS (EXM/ETM)
Modular, scalable UPS for edge to core with analytics.
- Online double-conversion
- Battery health
- Redundancy
Lenovo / Vertiv
RDHx (Rear-Door Heat Exchanger)
Row-level passive/active RDHx to capture heat at rack.
- High delta-T
- Retrofit friendly
- Water-safe controls
Various (CoolIT/Lenovo/HPE)
Direct Liquid Cooling (DLC) + CDU/XDU
Closed-loop cold-plate systems for high-density racks.
- Cold-plate
- CDU distribution
- Leak detection
Key Features that Define AI & HPC
Validated GPU Platforms (OVX/HGX)
Reference architectures for training/inference with correct CPU:GPU ratios, power, and airflow.
High-Throughput Storage Paths
NFS over RDMA, NVMe-oF, and parallel file systems to keep GPUs saturated.
Data Pipeline & MLOps
Ingest, curate, and stage datasets with versioning; integrate with MLflow/K8s where appropriate.
DLC / Efficient Cooling
Direct liquid cooling and rear-door heat exchangers for dense AI racks.
Scheduling & Orchestration
Slurm/K8s with topology-aware placement and MIG partitioning on GPUs.
Observability & Tuning
Per-GPU telemetry, NCCL diagnostics, profiles for batch size/num workers.
Cyber Resilience for AI Data
Immutable snapshots, rapid restore, and secure staging for sensitive datasets.
Scalability & Multi-Site
Scale-out fabrics, interconnect planning (RoCE/InfiniBand), and DR-ready object tiers.