Install any skill in seconds. Free to start, no credit card required.
Get Started Free →Configure RBAC and namespace isolation for CoreWeave multi-team GPU access. Use when managing team permissions, isolating GPU quotas, or implementing namespace-level access control. Trigger with phrases like "coreweave rbac", "coreweave permissions", "coreweave namespace isolation", "coreweave team access".
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 1% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -12% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 1% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -38% | 0% |
> Community-contributed. Not affiliated with, endorsed by, or sponsored by CoreWeave, Inc. CoreWeave is a registered trademark of CoreWeave, Inc.
CoreWeave runs GPU workloads on Kubernetes, so RBAC maps directly to K8s namespace isolation and ResourceQuotas. Each team gets a dedicated namespace with GPU limits, storage caps, and network policies. This prevents noisy-neighbor problems where one team's training job starves another's inference service. SOC 2 and HIPAA workloads require namespace-level audit logging and team-scoped API key rotation.
| Role | Permissions | Scope | |------|------------|-------| | Cluster Admin | Full CKS control, namespace creation, quota management | All namespaces | | Team Lead | Deploy workloads, manage team API keys, adjust pod limits | Own namespace | | ML Engineer | Launch jobs, access PVCs, view logs | Own namespace | | Inference Operator | Deploy/scale inference endpoints, read metrics | Own namespace | | Viewer | Read-only pod status, logs, GPU utilization metrics | Own namespace |
typescriptimport { KubeConfig, RbacAuthorizationV1Api } from '@kubernetes/client-node'; async function checkNamespaceAccess(user: string, namespace: string, verb: string, resource: string): Promise<boolean> { const kc = new KubeConfig(); kc.loadFromDefault(); const rbac = kc.makeApiClient(RbacAuthorizationV1Api); const review = { apiVersion: 'authorization.k8s.io/v1', kind: 'SubjectAccessReview', spec: { user, resourceAttributes: { namespace, verb, resource } } }; const result = await rbac.createSubjectAccessReview(review); return result.body.status?.allowed ?? false; }
typescriptasync function assignTeamNamespace(team: string, group: string, gpuLimit: number): Promise<void> { await kubectl(`create namespace ${team}`); await kubectl(`create resourcequota ${team}-gpu --namespace=${team} --hard=requests.nvidia.com/gpu=${gpuLimit}`); await kubectl(`create rolebinding ${team}-access --namespace=${team} --clusterrole=edit --group=${group}`); console.log(`Namespace ${team} created with ${gpuLimit} GPU quota bound to ${group}`); } async function revokeAccess(team: string, binding: string): Promise<void> { await kubectl(`delete rolebinding ${binding} --namespace=${team}`); }
typescriptinterface CoreWeaveAuditEntry { timestamp: string; user: string; namespace: string; action: 'gpu_request' | 'deploy' | 'scale' | 'delete' | 'quota_change'; resource: string; gpuCount?: number; result: 'allowed' | 'denied'; } function logAccess(entry: CoreWeaveAuditEntry): void { console.log(JSON.stringify({ ...entry, cluster: process.env.CW_CLUSTER_ID })); }
| Issue | Cause | Fix | |-------|-------|-----| | Forbidden: GPU quota exceeded | Namespace quota reached | Increase ResourceQuota or free idle pods | | RoleBinding not found | Group name mismatch with IdP | Verify AD/OIDC group name matches RoleBinding subject | | Namespace not found | Team namespace not provisioned | Run namespace creation script before role assignment | | SubjectAccessReview denied | Missing ClusterRole binding | Check if ClusterRole exists and verb is permitted |
See coreweave-security-basics.
Other measured skills in the registry, with their headline benchmark lift.