Racks are the products we deliver. Each rack combines several pre-validated solutions into one integrated system, built on our three hardware platforms. You order the rack; everything inside comes with it.

Multi-GPU LLM and vision-model training clusters. Fabric-attached NVMe storage. Hybrid memory expansion for large working sets.
Explore Training Rack → Shipping DF-R2
Production LLM serving at enterprise scale. Xeon-based inference nodes. NVMe model cache with sub-second cold-swap.
Explore Inference Rack → Shipping DF-R3
Ruggedised half-rack for remote sites. On-board environmental sensing. Resilient WAN with dual-SIM cellular fallback.
Explore Edge Rack → Shipping DF-R4
PCIe-any-to-any fabric. GPU, NVMe, and accelerator endpoints that any host can claim on demand. No vendor lock-in.
Explore Composable Rack →Same backplane, same DCIM, same delivery discipline. The differences are in the compute, storage, mechanical, and networking profile.
| DF-R1 Training | DF-R2 Inference | DF-R3 Edge | DF-R4 Composable | |
|---|---|---|---|---|
| Primary mission | GPU training | LLM serving | Remote-site AI | Composable pools |
| Form factor | 42U full rack | 42U full rack | 24U half-rack | 42U full rack |
| Power envelope | ~30 kW | ~18 kW | ~6–8 kW | ~20 kW |
| Environmental | Datacenter | Datacenter | Industrial · sealed | Datacenter |
| Storage tier | TB/s to GPUs | Model cache | Local NVMe | JBOF pool |
| Memory expansion | ✓ hybrid tier | Optional | — | Optional |
| WAN resilience | Standard | Standard | Dual-SIM + sat | Standard |
| DCIM modules included | All 8 | All 8 | All 8 | All 8 |
Tell us the workload and the constraints. We will recommend a rack, a bill of materials, and a delivery date within one business day.