We stand up a full private cloud on your floor: racks of edge GPUs and servers, software-defined storage, a 10G fabric and a Kubernetes control plane — all on-prem. Workloads are scheduled and bin-packed across the pool, MIG carves each GPU into isolated slices, zero-trust policy gates every call, and every minute is metered for chargeback. Datacenter discipline, where your data lives.
A priority-and-quota scheduler places jobs across the pool, preempts politely, and keeps expensive silicon busy.
MIG partitioning carves each GPU into isolated slices, so tenants share hardware without sharing blast radius.
Per-tenant, per-job accounting turns shared capacity into auditable cost and showback reports.
Aggregate edge GPUs.
Place workloads.
Partition tenants.
Account & bill.
GPU nodes pool as one mesh — scheduled, partitioned and sharing state through a control plane. Workloads land anywhere; the cloud behaves as one.
Edge GPUs, CPU servers and training boxes are pooled as one schedulable fabric — production racks plus a dedicated test / stage rack.
A cloud-native control plane handles dynamic model deployment, job scheduling, capacity allocation and execution failover across namespaced dev / test / prod.
CEPH block / file / object, an S3-compatible object store and NFS / iSCSI SAN give every workload durable, shared state — no external cloud.
Each GPU is partitioned into right-sized MIG instances and bin-packed by memory and NVLink topology — tenants share silicon, never blast radius.
Policy-as-code and OAuth2 / OpenID gate every call; per-tenant namespaces and RBAC separate workloads and data end to end.
OpenTelemetry and eBPF trace every workload; metrics, logs and dashboards make utilization and cost visible in real time.
Cache, queue and database services run inside the cloud beside the compute, with columnar analytics for usage and reporting.
Per-tenant, per-job accounting turns shared capacity into auditable showback — quotas, reports and capacity planning.
Turnkey Edge-AI — fixed time, fixed cost, full responsibility.
