NVIDIA AI Enterprise (NVAIE) is a support and integration product, and knowing that up front settles most of the buying decision. It does not unlock faster GPUs or a private
Category: Technical Articles
An account-intelligence system that pre-embeds ten million companies into a resident vector index, and one that dispatches agents to research those same companies live on demand, look like the same
On latency-bound inference, the Model FLOPs Utilization your optimization stack can actually hold is capped by who else shares the box, not by the kernel that runs on it. Sustained
Intel TDX confidential VMs run on OpenMetal dedicated bare metal hardware today, available on on XL v5, with OpenStack Nova orchestration slated for after Hibiscus.
Prefill is compute-bound, decode is memory-bandwidth-bound. Why splitting inference into two purpose-fit GPU pools beats one uniform fleet.
After weights load, the HBM left over is your KV-cache budget. Why the H200’s 141GB buys more context and concurrency than a 94GB H100.
Map MongoDB, Redis, Kafka, ClickHouse, and Kubernetes workers to OpenMetal SKUs by the resource each role saturates, then size the failure domain.
Yes, Llama 3.3 70B runs on a single OpenMetal H200 at FP8 with full 128K context. See the VRAM fit math, KV-cache budget, and vLLM setup.
An ordered Day-2 playbook for a single-tenant H200: full root and IPMI, owning the CUDA stack, boot-data isolation, and a node-bounded blast radius.
OpenMetal XL v5 keeps 64 cores but changes node, memory, I/O, power, AMX, and TDX readiness. Where v5 wins, and the one spec that regresses.
The v5 generation can be told as a cores-and-clocks story, but a significant change is bandwidth: the private fabric doubled to 40 Gbps, memory moved to DDR5-6400, and the lane budget grew to 88 PCIe 5.0 lanes.
All-NVMe OSDs, an isolated boot pool, a clean lane budget, and identical nodes: how OpenMetal’s v5 hardware makes Ceph behave predictably instead of needing tuning.
How Nomad uses CSI to consume OpenStack Cinder + Ceph block storage. Build scheduler-agnostic persistent storage on dedicated OpenMetal infrastructure.