Hot Aisle vs Modal

Dell PowerEdge XE9680 servers with 8x 192GB AMD Instinct MI300X GPUs and Intel Xeon CPUs.

Transparent published MI300X rates with self-service VMs metered by the minute through Stripe; 8-GPU bare metal runs on monthly terms.

NetBox-backed inventory plus automated SONiC networking, PXE boot, host setup, and current ROCm drivers, so orchestration is not the first layer.

NUMA-balanced KVM virtual machines with direct GPU access and private isolated networking to avoid noisy neighbors.

8x400G RoCEv2 per chassis plus 100G internet and unlimited bandwidth.

Ubuntu options with ROCm, Docker, and optional K8s/Slurm/Ray installs via cloud-init.

Run Python functions on NVIDIA GPUs without provisioning instances; cold starts in seconds

Pay for actual GPU runtime at sub-minute granularity, with scale-to-zero by default

Define environments in code, with automatic image building and caching

From T4 and L4 through A100, L40S, H100, H200 and B200