# CoreWeave Docs

> Learn how to deploy, manage, and observe your AI training and inference workloads on CoreWeave.

- [Infrastructure (617 pages)](https://docs.coreweave.com/_llms/en/infrastructure.txt): Documentation for Infrastructure.
- [Forge (1027 pages)](https://docs.coreweave.com/_llms/en/forge.txt): Documentation for Forge.
- [Monolith AI (143 pages)](https://docs.coreweave.com/_llms/en/monolith-ai.txt): Documentation for Monolith AI.

## Reference

- [Reference Home](https://docs.coreweave.com/reference-home.md): API, SDK, CLI, and Terraform references for CoreWeave Infrastructure and Forge products.

### Infrastructure

#### Terraform Provider

- [CoreWeave Provider](https://docs.coreweave.com/platform/terraform.md): Manage CKS, VPC, Object Storage, and Managed Inference resources as code with Terraform

##### Resources

- [coreweave_cks_cluster (Resource)](https://docs.coreweave.com/platform/terraform/resources/cks_cluster.md): Terraform resource for creating and managing CoreWeave Kubernetes Service (CKS) clusters
- [coreweave_inference_capacity_claim (Resource)](https://docs.coreweave.com/platform/terraform/resources/inference_capacity_claim.md): Terraform resource for creating and managing CoreWeave Managed Inference capacity claims
- [coreweave_inference_deployment (Resource)](https://docs.coreweave.com/platform/terraform/resources/inference_deployment.md): Terraform resource for creating and managing CoreWeave Managed Inference deployments
- [coreweave_inference_gateway (Resource)](https://docs.coreweave.com/platform/terraform/resources/inference_gateway.md): Terraform resource for creating and managing CoreWeave Managed Inference gateways
- [coreweave_networking_vpc (Resource)](https://docs.coreweave.com/platform/terraform/resources/networking_vpc.md): Terraform resource for creating and managing CoreWeave VPCs with host prefixes and IPAM configuration
- [coreweave_object_storage_bucket (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket.md): Terraform resource for creating CoreWeave Object Storage buckets with availability zone and tag configuration
- [coreweave_object_storage_bucket_inventory (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_inventory.md)
- [coreweave_object_storage_bucket_lifecycle_configuration (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_lifecycle_configuration.md): Terraform resource for configuring lifecycle rules on CoreWeave Object Storage buckets
- [coreweave_object_storage_bucket_policy (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_policy.md): Terraform resource for attaching S3-compatible access policies to CoreWeave Object Storage buckets
- [coreweave_object_storage_bucket_settings (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_settings.md): Terraform resource for managing CoreWeave Object Storage bucket settings such as audit logging
- [coreweave_object_storage_bucket_versioning (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_versioning.md): Terraform resource for enabling or suspending versioning on CoreWeave Object Storage buckets
- [coreweave_object_storage_organization_access_policy (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_organization_access_policy.md): Terraform resource for creating organization-wide access policies for CoreWeave Object Storage
- [coreweave_workload_federation_oidc_config (Resource)](https://docs.coreweave.com/platform/terraform/resources/workload_federation_oidc_config.md)

##### Data Sources

- [coreweave_caller_identity (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/caller_identity.md): Terraform data source for the organization and principal IDs of the configured CoreWeave API token
- [coreweave_cks_cluster (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/cks_cluster.md): Terraform data source for querying information about an existing CoreWeave CKS cluster by ID
- [coreweave_inference_capacity_claim_parameters (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/inference_capacity_claim_parameters.md): Terraform data source for querying available Managed Inference capacity claim parameters
- [coreweave_inference_deployment_parameters (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/inference_deployment_parameters.md): Terraform data source for querying available Managed Inference deployment parameters
- [coreweave_inference_gateway_parameters (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/inference_gateway_parameters.md): Terraform data source for querying available Managed Inference gateway parameters
- [coreweave_networking_vpc (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/networking_vpc.md): Terraform data source for querying information about an existing CoreWeave VPC by ID
- [coreweave_object_storage_bucket_policy_document (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/object_storage_bucket_policy_document.md): Terraform data source for generating type-safe JSON bucket access policies for CoreWeave Object Storage
- [coreweave_workload_federation_oidc_config (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/workload_federation_oidc_config.md)

#### Reference Architectures

##### Terraform reference architecture

- [Terraform reference architecture](https://docs.coreweave.com/platform/reference-architecture.md): Deploy CoreWeave infrastructure as code with Terraform using a modular, two-phase approach
- [1. Deploy core infrastructure](https://docs.coreweave.com/platform/reference-architecture/1-deploy-core-infrastructure.md): Create a CoreWeave VPC and CKS cluster with Terraform (Phase 1)
- [2. Add Node Pools and Storage](https://docs.coreweave.com/platform/reference-architecture/2-add-storage-and-workloads.md): Add Node Pools and DFS volumes, and optionally Object Storage, to your CoreWeave Terraform deployment

#### Capacity Reference

- [Capacity Finder API](https://docs.coreweave.com/platform/capacity-plans/capacity-finder-api.md): Find which Availability Zones are most likely to support your capacity needs before you create a Spot Node Pool

#### Mission Control MCP Reference

- [Mission Control MCP tool reference](https://docs.coreweave.com/observability/mission-control-mcp/reference/tools.md): Mission Control MCP tools for observability, resources, and supported write actions.

#### CKS Reference

- [CKS reference](https://docs.coreweave.com/products/cks/reference.md): Specifications, schemas, limits, and the API for CoreWeave Kubernetes Service (CKS).

#### Object Storage Reference

- [About Object Storage APIs](https://docs.coreweave.com/products/storage/object-storage/reference/about.md): Introduction to the S3-compatible API and the AI Object Storage API for identity and access management

#### VPC Reference

- [VPC API](https://docs.coreweave.com/products/networking/vpc/vpc-api.md): REST and gRPC API for creating, listing, updating, and deleting CoreWeave VPCs.

#### Telemetry Relay Reference

- [Telemetry Relay API](https://docs.coreweave.com/observability/telemetry-forwarding/telemetry-relay-api.md): REST API for managing forwarding endpoints, pipelines, and telemetry streams for CoreWeave Telemetry Relay.

#### SUNK Reference

- [SUNK reference](https://docs.coreweave.com/products/sunk/reference.md): Container images, custom resource fields, configuration parameters, and version mappings for SUNK.

#### Inference Reference

- [Dedicated Inference API reference](https://docs.coreweave.com/products/inference/reference/api-overview.md): Authentication, protocols, status values, and error formats for the Dedicated Inference API

### Forge

#### Weights & Biases

- [Weights & Biases reference](https://docs.coreweave.com/products/wandb/ref.md): Browse the generated API reference documentation for the W&B Python SDK, CLI, and query panel data types.

#### W&B Weave

- [W&B Weave reference](https://docs.coreweave.com/products/wandb/weave/reference.md): API documentation and SDK references for Weights & Biases Weave

#### Model Distillation

- [Model Distillation API reference](https://docs.coreweave.com/model-distillation/reference/overview.md): Choose between the management API and the inference proxy.

#### Serverless Training

- [Serverless Training API reference](https://docs.coreweave.com/products/post-training/serverless-training/api-reference.md): Browse the Serverless Training API endpoints for chat completions, models, training jobs, and health checks with authentication details.

#### Agent Lens

- [Agent Lens SDK reference](https://docs.coreweave.com/products/agent-lens/reference.md): Reference for the Python and TypeScript SDKs that send agent traces to Agent Lens.

#### Serverless Inference

- [Serverless Inference API reference](https://docs.coreweave.com/products/inference/serverless/api-reference.md): Explore the complete REST API reference for the Serverless Inference service, including endpoints and authentication.

#### Serverless Sandbox

- [Serverless Sandbox reference](https://docs.coreweave.com/products/sandboxes/serverless/reference.md): Limits and quotas, usage tracking, and the Python client reference for Serverless Sandbox.

## Release Notes

- [Release Notes](https://docs.coreweave.com/release-notes.md): Release notes for CoreWeave infrastructure products and Forge products

### Infrastructure

- [Changelog](https://docs.coreweave.com/release-notes/changelog.md): Track all customer-facing CoreWeave product changes, updates, and new feature announcements

#### Release Notes

- [October 9, 2026 - CoreWeave Skills](https://docs.coreweave.com/release-notes/coreweave-skills.md): CoreWeave Skills are available in public preview for coding agents such as Claude Code
- [September 30, 2026 - Vera Rubin NVL72 instances](https://docs.coreweave.com/release-notes/vera-rubin-nvl72.md): Vera Rubin NVL72 instances enter limited availability in US-CENTRAL-09A
- [September 25, 2026 - Custom dashboards in CoreWeave Grafana](https://docs.coreweave.com/release-notes/grafana-custom-dashboards.md): Create and save your own dashboards in CoreWeave Grafana, now in preview
- [September 24, 2026 - Mission Control Agent](https://docs.coreweave.com/release-notes/mission-control-agent.md): Investigate your CoreWeave environment and request supported changes with Mission Control Agent
- [September 22, 2026 - Capacity Finder API](https://docs.coreweave.com/release-notes/capacity-finder-api.md): Compare Spot capacity across Availability Zones programmatically with the Capacity Finder API, now in beta
- [September 11, 2026 - FOCUS usage export API](https://docs.coreweave.com/release-notes/focus-export-api.md): A new public preview API exports hourly CoreWeave usage in FOCUS JSON or CSV
- [September 10, 2026 - CoreWeave AI Object Storage Archive storage class](https://docs.coreweave.com/release-notes/ai-object-storage-archive-storage-class.md): Store infrequently accessed objects at a lower per-GiB rate with the Archive storage class
- [August 6, 2026 - Login methods GA](https://docs.coreweave.com/release-notes/login-methods-ga.md): Login methods are now generally available for all CoreWeave organizations
- [July 23, 2026 - SUNK v8.0.0 release](https://docs.coreweave.com/release-notes/sunk-8-0.md): SUNK v8.0.0 moves cluster configuration to the SUNK operator through a single SlurmCluster resource
- [July 8, 2026 - Login methods](https://docs.coreweave.com/release-notes/login-methods.md): Limited availability: control how users authenticate to your CoreWeave organization
- [June 29, 2026 - Default access policies in IAM](https://docs.coreweave.com/release-notes/default-access-policies.md): CoreWeave-managed default policies now define baseline Admin and Viewer access
- [July 10, 2026 - AI Object Storage group-based access control](https://docs.coreweave.com/release-notes/ai-object-storage-group-based-access.md): Reference IAM and OIDC group memberships directly in CAIOS bucket policy conditions
- [June 29, 2026 - AI Object Storage direct API token exchange](https://docs.coreweave.com/release-notes/ai-object-storage-api-token-exchange.md): Exchange a CoreWeave API access token directly for temporary AI Object Storage credentials
- [June 15, 2026 - Telemetry Relay self-service configuration](https://docs.coreweave.com/release-notes/telemetry-relay-self-service.md): Configure Telemetry Relay destinations and pipelines in the Cloud Console or with the API
- [June 12, 2026 - Browse and manage objects in AI Object Storage from the Cloud Console](https://docs.coreweave.com/release-notes/ai-object-storage-cloud-console-objects.md): Browse, upload, download, and manage objects in AI Object Storage buckets directly from the CoreWeave Cloud Console
- [May 28, 2026 - Tailscale VPN access for CKS clusters](https://docs.coreweave.com/release-notes/cks-tailscale-vpn.md): CKS clusters now support private Kubernetes API server access through a CoreWeave-managed Tailscale proxy
- [May 22, 2026 - Capacity Finder](https://docs.coreweave.com/release-notes/capacity-finder.md): New Cloud Console tool that ranks Availability Zones by Spot capacity before you create a Spot Node Pool
- [April 30, 2026 - AI Object Storage lifecycle and bucket cleanup docs](https://docs.coreweave.com/release-notes/ai-object-storage-lifecycle-and-bucket-cleanup.md): New docs cover bucket lifecycle policies, aborting incomplete multipart uploads, and emptying and deleting buckets.
- [April 27, 2026 - Cabinet Wrangler and Cabinet Visualizer updated to show rack name](https://docs.coreweave.com/release-notes/cabinet-wrangler-rack-name.md): Cabinet Wrangler and Cabinet Visualizer now display rack name as the primary label instead of NVLink domain
- [April 21, 2026 - cert-manager chart now uses DNS01 challenges](https://docs.coreweave.com/release-notes/cks-cert-manager-dns01.md): cert-manager chart v1.18.0 switches Let's Encrypt ClusterIssuers to DNS01, removing the ingress controller requirement.
- [April 20, 2026 - Billing insights](https://docs.coreweave.com/release-notes/billing-insights.md): A new Billing insights page in the Cloud Console shows billable usage, measured usage, and exclusions by resource type.
- [April 8, 2026 - CoreWeave Grafana home page](https://docs.coreweave.com/release-notes/grafana-home-page.md): CoreWeave Grafana now opens to a branded home page with environment metrics, announcements, and live service status.
- [April 7, 2026 - LOTA now runs on CPU Nodes](https://docs.coreweave.com/release-notes/ai-object-storage-lota-cpu-nodes.md): LOTA is now available on CPU Nodes, including CPU-only CKS clusters
- [April 3, 2026 - CoreWeave Alerts](https://docs.coreweave.com/release-notes/coreweave-alerts-integrations.md): Real-time alert integrations for clusters, deployments, and operations
- [March 31, 2026 - CoreWeave Inference](https://docs.coreweave.com/release-notes/inference.md): Deploy and serve AI models with serverless, dedicated, or self-managed inference options
- [March 31, 2026 - New marimo notebook tutorials: JAX and TensorRT-LLM](https://docs.coreweave.com/release-notes/marimo-jax-tensorrt.md): New tutorials for running JAX training and TensorRT-LLM inference in interactive marimo notebooks on CKS
- [March 30, 2026 - Dedicated VAST Storage](https://docs.coreweave.com/release-notes/dedicated-vast-storage.md): Documentation for Dedicated VAST Storage single-tenant clusters with physical isolation and multi-protocol access
- [March 26, 2026 - Support Access Management](https://docs.coreweave.com/release-notes/support-access-management.md): Control and audit CoreWeave employee access to your CKS environment
- [March 23, 2026 - CoreWeave AI Object Storage conditional writes](https://docs.coreweave.com/release-notes/ai-object-storage-conditional-writes.md): CoreWeave AI Object Storage now supports conditional writes for PutObject, CompleteMultipartUpload, and CopyObject
- [March 20, 2026 - CoreWeave Omni](https://docs.coreweave.com/release-notes/omni.md): Run the CoreWeave cloud platform in your data center with CoreWeave-managed operations
- [March 20, 2026 - Deploy a P2P registry mirror on CKS with Spegel](https://docs.coreweave.com/release-notes/cks-spegel-mirror.md): New tutorial for deploying Spegel as a peer-to-peer OCI registry mirror on CKS for faster image pulls
- [March 16, 2026 - CoreWeave AI Object Storage pre-stage cache](https://docs.coreweave.com/release-notes/ai-object-storage-prestage-cache.md): CoreWeave AI Object Storage now supports proactive LOTA cache warming with a single HeadObject call
- [March 10, 2026 - Spot Node Pools and Capacity plans](https://docs.coreweave.com/release-notes/spot-node-pools.md): Spot Node Pools now available in CKS, providing preemptible pay-as-you-go access to unused compute capacity
- [February 23, 2026 - Deploy a container registry on CKS with Zot](https://docs.coreweave.com/release-notes/cks-zot-registry.md): New tutorial for deploying Zot OCI registry on CKS with Object Storage and LOTA, with OCI conformance validation
- [February 4, 2026 - Node configuration visibility and management](https://docs.coreweave.com/release-notes/nodeprofile-ux-updates.md): Enhanced Node Pool configuration management with staging, rollback, and comprehensive status tracking
- [January 30, 2026 - CoreWeave AI Object Storage RenameObject API](https://docs.coreweave.com/release-notes/ai-object-storage-rename-object.md): CoreWeave AI Object Storage now supports atomic object renaming with the RenameObject API
- [January 29, 2026 - Usage by Product and Zone dashboard now shows measured and net usage](https://docs.coreweave.com/release-notes/usage-dashboard-measured-net.md): The Usage by Product and Zone dashboard now displays two usage layers for each resource type
- [January 27, 2026 - PVC namespace rebinding with rebind-pvc.sh utility](https://docs.coreweave.com/release-notes/pvc-rebinding.md): Automate binding persistent volumes to new namespaces with the rebind-pvc.sh script
- [January 20, 2026 - New Tutorial: Run GitHub Actions Runners on SUNK](https://docs.coreweave.com/release-notes/sunk-github-actions-runners.md): New tutorial for deploying self-hosted GitHub Actions runners on SUNK using the Actions Runner Controller
- [January 8, 2026 - SUNK releases v7.2.0](https://docs.coreweave.com/release-notes/sunk-7-2.md): SUNK releases v7.2.0 with new features and bug fixes
- [December 17, 2025 - AI Object Storage Console Access for Non-Admin Users](https://docs.coreweave.com/release-notes/object-storage-iam-access-policies.md): Grant non-admin users access to specific AI Object Storage actions in the Cloud Console
- [December 10, 2025 - SUNK releases v6.10.0 and v7.1.0](https://docs.coreweave.com/release-notes/sunk-7-1-and-6-10.md): SUNK releases two new versions with features and bug fixes
- [December 9, 2025 - Mission Control and Telemetry Relay](https://docs.coreweave.com/release-notes/mission-control.md): Learn about CoreWeave Mission Control Agent and Telemetry Relay
- [November 20, 2025 - OIDC Workload Identity Federation](https://docs.coreweave.com/release-notes/oidc-workload-identity-federation.md): Eliminate credential management with federated authentication for CKS and AI Object Storage
- [November 20, 2025 - SUNK User Provisioning (SUP)](https://docs.coreweave.com/release-notes/sunk-user-provisioning.md): Automatic provisioning of POSIX and Slurm identities in SUNK clusters
- [November 20, 2025 - Automated User Provisioning (AUP)](https://docs.coreweave.com/release-notes/automated-user-provisioning.md): Real-time identity synchronization from your IdP to CoreWeave IAM
- [November 20, 2025 - IAM Access Policies](https://docs.coreweave.com/release-notes/iam-access-policies.md): Platform-wide role-based access control for CoreWeave services
- [November 13, 2025 - SUNK v7.0.0 release](https://docs.coreweave.com/release-notes/sunk-v-7-0-0.md): SUNK v7.0.0 upgrades Slurm to 25.05.3 with priority-based node scaling and nsscache as the default directory service
- [November 6, 2025 - IMEX with Dynamic Resource Allocation](https://docs.coreweave.com/release-notes/cks-imex-dra.md): Limited availability: IMEX with Dynamic Resource Allocation (DRA)
- [October 31, 2025 - SUNK v6.9.1 release](https://docs.coreweave.com/release-notes/sunk-v-6-9-1.md): SUNK v6.9.1 patch release with fixes for topology.conf reconfigures, stuck completing jobs, and state duration
- [October 31, 2025 - CoreWeave AI Object Storage Usage-Based Billing](https://docs.coreweave.com/release-notes/ai-object-storage-usage-based-billing.md): Three-tier usage-based billing model for AI Object Storage with Hot, Warm, and Cold pricing tiers
- [October 15, 2025 - SUNK v6.9.0 release](https://docs.coreweave.com/release-notes/sunk-v6-9-0.md): SUNK v6.9.0 introduces automatic job requeueing during rolling upgrades and new slurmrestd configuration options
- [September 17, 2025 - SUNK v6.8.0 release](https://docs.coreweave.com/release-notes/sunk-v6-8-0.md): SUNK v6.8.0 adds job/node cleanup, cache-dropper sidecars, SCIM filtering, and Syncer auto-reconfigure
- [August 28, 2025 - CoreWeave Observe™](https://docs.coreweave.com/release-notes/observ-dashboards.md): CoreWeave Observe™: New Slurm Block Topology and Kueue Metrics Dashboards
- [August 26, 2025 - CKS Kubernetes v1.33 available](https://docs.coreweave.com/release-notes/cks-kubernetes-v1-33.md): CKS adds Kubernetes v1.33 support with cgroup v2 as the default and containerd 2.0
- [August 25, 2025 - CKS External Hostname Controller changes](https://docs.coreweave.com/release-notes/dns-record-allocation.md): Enhancements to the CKS External Hostname Controller for coreweave.app DNS record allocation
- [August 19, 2025 - CoreWeave Launches GB300 NVL72-Powered Cloud Instances](https://docs.coreweave.com/release-notes/gb300-nvl72.md): CoreWeave launches GB300 NVL72 cloud instances on racks of 72 NVIDIA Blackwell Ultra GPUs with NVLink interconnect
- [August 15, 2025 - GPU driver management features now available](https://docs.coreweave.com/release-notes/gpu-driver-management.md): GPU driver management now available in CKS and SUNK for targeting specific driver versions
- [August 14, 2025 - SUNK v6.7.0 release](https://docs.coreweave.com/release-notes/sunk-6-7-0.md): SUNK v6.7.0 adds CUDA 12.9 support, SCIM filtering, nsscache updates, and HDF5 plugin support
- [August 11, 2025 - CoreWeave Observe™](https://docs.coreweave.com/release-notes/o11y-dashboards.md): CoreWeave Observe™: New dashboards and reorganized folders.
- [August 6, 2025 - AI Object Storage Terraform Provider Support](https://docs.coreweave.com/release-notes/terraform-ai-object-storage.md): CoreWeave Terraform provider now supports AI Object Storage management
- [August 4, 2025 - CoreWeave AI Object Storage SSE-C support](https://docs.coreweave.com/release-notes/ai-object-storage-sse-c.md): CoreWeave AI Object Storage now supports server-side encryption with customer keys (SSE-C)
- [July 31, 2025 - CoreWeave Telemetry Relay availability](https://docs.coreweave.com/release-notes/telecaster-availability.md): CoreWeave Telemetry Relay is now available in CoreWeave Observe™ for telemetry forwarding
- [July 31, 2025 - CKS Kubernetes upgrade support](https://docs.coreweave.com/release-notes/cks-kubernetes-upgrade.md): CKS now supports Kubernetes upgrades with updated control group defaults
- [July 11, 2025 - SUNK v6.6.0 release](https://docs.coreweave.com/release-notes/sunk-v6-6-0.md): SUNK v6.6.0 introduces SCIM provisioning, dashboard links, improved node reconciliation, and new GPU definitions
- [July 9, 2025 - NVIDIA RTX PRO 6000 Blackwell available](https://docs.coreweave.com/release-notes/rtx-pro-6000-blackwell.md): NVIDIA RTX PRO 6000 Blackwell instances now available for enhanced graphics and compute performance
- [July 9, 2025 - CKS encryption at rest](https://docs.coreweave.com/release-notes/cks-encryption-at-rest.md): CKS now supports encryption at rest for enhanced data security and compliance
- [July 7, 2025 - Unmanaged auth API](https://docs.coreweave.com/release-notes/unmanaged-auth.md): Unmanaged authentication API for CKS clusters, enabling OIDC, Service Account, and Webhook authentication
- [July 7, 2025 - Control Plane Node Pools](https://docs.coreweave.com/release-notes/control-plane-node-pools.md): Control Plane Node Pools are no longer provisioned in CKS clusters
- [June 30, 2025 - Node Pool condition transition](https://docs.coreweave.com/release-notes/node-pool-conditions.md): Node Pool conditions updated for better user experience and clearer semantics
- [June 13, 2025 - SUNK v6.5.0 release](https://docs.coreweave.com/release-notes/sunk-v6-5-0.md): SUNK v6.5.0 released with Slurm upgrades, CUDA image support, and enhanced container awareness features
- [June 3, 2025 - Introducing Cabinet Wrangler](https://docs.coreweave.com/release-notes/cabinet-wrangler.md): Cabinet Wrangler is now available in CoreWeave Observe™
- [June 2, 2025 - SUNK v6.4.1 release](https://docs.coreweave.com/release-notes/sunk-v6-4-1.md): SUNK v6.4.1 released with critical memory parsing fixes, MOTD improvements, and container runtime enhancements
- [May 29, 2025 - NVIDIA B200 instances available](https://docs.coreweave.com/release-notes/b200-instances.md): NVIDIA B200 instances are now available on CoreWeave, providing the latest in AI compute performance
- [May 26, 2025 - SUNK v6.4.0 release](https://docs.coreweave.com/release-notes/sunk-v6-4-0.md): SUNK v6.4.0 released with enhanced login Pod management and configuration capabilities
- [May 20, 2025 - Introducing the Internet Transit Dashboard](https://docs.coreweave.com/release-notes/internet-transit-dashboard.md): Internet Transit Dashboard now available in CoreWeave Observe™
- [May 15, 2025 - Node Pool UI enhancements](https://docs.coreweave.com/release-notes/node-pool-ui.md): Enhanced Node Pool user interface with improved visibility and workflow efficiency
- [April 25, 2025 - SUNK v6.3.0 release](https://docs.coreweave.com/release-notes/sunk-v6-3-0.md): SUNK v6.3.0 released with enhanced enroot support, topology improvements, and GPU configuration updates
- [April 17, 2025 - SUNK v6.2.0 release](https://docs.coreweave.com/release-notes/sunk-v6-2-0.md): SUNK v6.2.0 released with Device Plugin chart integration, Slurm 24.11.4 upgrade, and enhanced configuration options
- [April 9, 2025 - Grafana Explore now available in CoreWeave Observe™](https://docs.coreweave.com/release-notes/grafana-explore.md): Grafana Explore now available in CoreWeave Observe™ for enhanced data exploration
- [April 4, 2025 - SUNK v6.1.0 release](https://docs.coreweave.com/release-notes/sunk-v6-1-0.md): SUNK v6.1.0 released with enhanced monitoring capabilities and infrastructure improvements
- [March 31, 2025 - CoreWeave AI Object Storage GA](https://docs.coreweave.com/release-notes/ai-object-storage-ga.md): CoreWeave AI Object Storage reaches General Availability with S3-compatible API access and LOTA integration
- [March 14, 2025 - SUNK v6.0.0 release](https://docs.coreweave.com/release-notes/sunk-v6-0-0.md): SUNK v6.0.0 released with major version upgrade and new features
- [February 21, 2025 - CKS API and Terraform provider](https://docs.coreweave.com/release-notes/cks-api-terraform.md): CKS API and Terraform provider now available for programmatic resource management
- [February 6, 2025 - SUNK v5.7.0 release](https://docs.coreweave.com/release-notes/sunk-v5-7-0.md): SUNK v5.7.0 released with switch to direct RPCs instead of REST API
- [February 3, 2025 - GB200 NVL72 instances available](https://docs.coreweave.com/release-notes/gb200-nvl72.md): GB200 NVL72-powered cloud instances now available for next-generation AI compute
- [January 13, 2025 - H100 and H200 firmware update](https://docs.coreweave.com/release-notes/h100-h200-firmware.md): H100 and H200 based instances now support NV HGX 1.5.0 firmware

### Forge

- [Release policies and processes](https://docs.coreweave.com/release-notes/release-policies.md): Understand the W&B Server release process including versioning, support windows, and upgrade policies.

#### W&B Server

- [Supported W&B Server releases](https://docs.coreweave.com/release-notes/server-releases.md): View release notes for W&B Server including new features, improvements, bug fixes, and upgrade instructions.
- [Archived W&B Server releases](https://docs.coreweave.com/release-notes/server-releases-archived.md): Browse archived release notes for older W&B Server versions that have reached end-of-life support status.

#### W&B SDKs

- [W&B SDK releases](https://docs.coreweave.com/release-notes/sdk-releases.md): View release notes for the W&B Python SDK including new features, bug fixes, and breaking changes by version.
- [Weave SDK releases](https://docs.coreweave.com/release-notes/weave-sdk-releases.md): View release notes for the Weave Python SDK (`weave` package), including new features, bug fixes, and performance improvements by version.

## Support

### Support Home

- [Support Home](https://docs.coreweave.com/support.md): Browse support articles by product area across Forge and CoreWeave infrastructure

#### Infrastructure Support

##### CKS

- [CKS support](https://docs.coreweave.com/support/cks.md)
- [Administrator](https://docs.coreweave.com/support/cks/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/cks/tags/authentication-access.md)
- [Nodes](https://docs.coreweave.com/support/cks/tags/nodes.md)
- [Quotas & Rate Limits](https://docs.coreweave.com/support/cks/tags/quotas-rate-limits.md)
- [Server Errors](https://docs.coreweave.com/support/cks/tags/server-errors.md)
- [Workload Scheduling](https://docs.coreweave.com/support/cks/tags/workload-scheduling.md)

##### Networking

- [Networking support](https://docs.coreweave.com/support/networking.md)
- [Administrator](https://docs.coreweave.com/support/networking/tags/administrator.md)
- [Server Errors](https://docs.coreweave.com/support/networking/tags/server-errors.md)

##### Observability

- [Observability support](https://docs.coreweave.com/support/observability.md)
- [Administrator](https://docs.coreweave.com/support/observability/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/observability/tags/authentication-access.md)
- [Server Errors](https://docs.coreweave.com/support/observability/tags/server-errors.md)

##### Platform

- [Platform support](https://docs.coreweave.com/support/platform.md)
- [Administrator](https://docs.coreweave.com/support/platform/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/platform/tags/authentication-access.md)

##### Sandboxes

- [Sandboxes support](https://docs.coreweave.com/support/sandboxes.md)
- [Authentication & Access](https://docs.coreweave.com/support/sandboxes/tags/authentication-access.md)
- [Command Execution](https://docs.coreweave.com/support/sandboxes/tags/command-execution.md)
- [Lifecycle](https://docs.coreweave.com/support/sandboxes/tags/lifecycle.md)
- [Server Errors](https://docs.coreweave.com/support/sandboxes/tags/server-errors.md)

##### Storage

- [Storage support](https://docs.coreweave.com/support/storage.md)
- [Administrator](https://docs.coreweave.com/support/storage/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/storage/tags/authentication-access.md)
- [Server Errors](https://docs.coreweave.com/support/storage/tags/server-errors.md)

##### SUNK

- [SUNK support](https://docs.coreweave.com/support/sunk.md)
- [Authentication & Access](https://docs.coreweave.com/support/sunk/tags/authentication-access.md)
- [Nodes](https://docs.coreweave.com/support/sunk/tags/nodes.md)
- [Server Errors](https://docs.coreweave.com/support/sunk/tags/server-errors.md)
- [Storage](https://docs.coreweave.com/support/sunk/tags/storage.md)
- [Workload Scheduling](https://docs.coreweave.com/support/sunk/tags/workload-scheduling.md)

#### Forge Support

##### W&B Models

- [W&B Models support](https://docs.coreweave.com/support/models.md)
- [Academic](https://docs.coreweave.com/support/models/tags/academic.md)
- [Administrator](https://docs.coreweave.com/support/models/tags/administrator.md)
- [Alerts](https://docs.coreweave.com/support/models/tags/alerts.md)
- [Anonymous](https://docs.coreweave.com/support/models/tags/anonymous.md)
- [API](https://docs.coreweave.com/support/models/tags/api.md)
- [API Keys](https://docs.coreweave.com/support/models/tags/api-keys.md)
- [Artifacts](https://docs.coreweave.com/support/models/tags/artifacts.md)
- [Authentication](https://docs.coreweave.com/support/models/tags/authentication.md)
- [AWS](https://docs.coreweave.com/support/models/tags/aws.md)
- [Billing](https://docs.coreweave.com/support/models/tags/billing.md)
- [Charts](https://docs.coreweave.com/support/models/tags/charts.md)
- [Connectivity](https://docs.coreweave.com/support/models/tags/connectivity.md)
- [Environment Variables](https://docs.coreweave.com/support/models/tags/environment-variables.md)
- [Experiments](https://docs.coreweave.com/support/models/tags/experiments.md)
- [Hyperparameter](https://docs.coreweave.com/support/models/tags/hyperparameter.md)
- [Inference](https://docs.coreweave.com/support/models/tags/inference.md)
- [Logs](https://docs.coreweave.com/support/models/tags/logs.md)
- [Metrics](https://docs.coreweave.com/support/models/tags/metrics.md)
- [Notebooks](https://docs.coreweave.com/support/models/tags/notebooks.md)
- [Org Management](https://docs.coreweave.com/support/models/tags/org-management.md)
- [Outage](https://docs.coreweave.com/support/models/tags/outage.md)
- [Privacy](https://docs.coreweave.com/support/models/tags/privacy.md)
- [Projects](https://docs.coreweave.com/support/models/tags/projects.md)
- [Python](https://docs.coreweave.com/support/models/tags/python.md)
- [Reports](https://docs.coreweave.com/support/models/tags/reports.md)
- [Resuming](https://docs.coreweave.com/support/models/tags/resuming.md)
- [Run Crashes](https://docs.coreweave.com/support/models/tags/run-crashes.md)
- [Runs](https://docs.coreweave.com/support/models/tags/runs.md)
- [SDK](https://docs.coreweave.com/support/models/tags/sdk.md)
- [Security](https://docs.coreweave.com/support/models/tags/security.md)
- [Storage](https://docs.coreweave.com/support/models/tags/storage.md)
- [Sweeps](https://docs.coreweave.com/support/models/tags/sweeps.md)
- [Tables](https://docs.coreweave.com/support/models/tags/tables.md)
- [Team Management](https://docs.coreweave.com/support/models/tags/team-management.md)
- [Teams](https://docs.coreweave.com/support/models/tags/teams.md)
- [TensorBoard](https://docs.coreweave.com/support/models/tags/tensorboard.md)
- [User Management](https://docs.coreweave.com/support/models/tags/user-management.md)
- [Workspace](https://docs.coreweave.com/support/models/tags/workspace.md)
- [Workspaces](https://docs.coreweave.com/support/models/tags/workspaces.md)
- [Wysiwyg](https://docs.coreweave.com/support/models/tags/wysiwyg.md)

##### W&B Weave

- [W&B Weave support](https://docs.coreweave.com/support/weave.md)
- [Client Info](https://docs.coreweave.com/support/weave/tags/client-info.md)
- [Code Capture](https://docs.coreweave.com/support/weave/tags/code-capture.md)
- [Data Capture](https://docs.coreweave.com/support/weave/tags/data-capture.md)
- [Evaluation](https://docs.coreweave.com/support/weave/tags/evaluation.md)
- [Performance](https://docs.coreweave.com/support/weave/tags/performance.md)
- [System Info](https://docs.coreweave.com/support/weave/tags/system-info.md)
- [Trace Data](https://docs.coreweave.com/support/weave/tags/trace-data.md)
- [UI Rendering](https://docs.coreweave.com/support/weave/tags/ui-rendering.md)

##### Serverless Inference

- [Serverless Inference support](https://docs.coreweave.com/support/inference.md)
- [Administrator](https://docs.coreweave.com/support/inference/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/inference/tags/authentication-access.md)
- [Billing](https://docs.coreweave.com/support/inference/tags/billing.md)
- [Quotas & Rate Limits](https://docs.coreweave.com/support/inference/tags/quotas-rate-limits.md)
- [Server Errors](https://docs.coreweave.com/support/inference/tags/server-errors.md)

#### Support resources

- [Glossary](https://docs.coreweave.com/glossary.md): A glossary of terms and definitions used across the CoreWeave platform and documentation
- [Error message lookup](https://docs.coreweave.com/support/error-lookup.md): Find the literal error string you are seeing and jump to the page that explains it
- [What CoreWeave manages](https://docs.coreweave.com/support/what-coreweave-manages.md): The split of responsibility between CoreWeave and you, by layer, so you know who owns what
- [Support ticket templates](https://docs.coreweave.com/support/ticket-templates.md): Per-domain checklists of the evidence to include so your first support message has what the team needs
- [Status page and during-incident playbook](https://docs.coreweave.com/support/status-and-incidents.md): Subscribe to the CoreWeave status page, see how incidents are posted, and know what to do while CoreWeave investigates.
- [Contact support](https://docs.coreweave.com/support/contact.md): Contact CoreWeave or Forge support through the Cloud Console help portal or by email

### Infrastructure Support

#### CKS

- [CKS support](https://docs.coreweave.com/support/cks.md)
- [Administrator](https://docs.coreweave.com/support/cks/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/cks/tags/authentication-access.md)
- [Nodes](https://docs.coreweave.com/support/cks/tags/nodes.md)
- [Server Errors](https://docs.coreweave.com/support/cks/tags/server-errors.md)
- [Workload Scheduling](https://docs.coreweave.com/support/cks/tags/workload-scheduling.md)

#### Networking

- [Networking support](https://docs.coreweave.com/support/networking.md)
- [Administrator](https://docs.coreweave.com/support/networking/tags/administrator.md)
- [Server Errors](https://docs.coreweave.com/support/networking/tags/server-errors.md)

#### Observability

- [Observability support](https://docs.coreweave.com/support/observability.md)
- [Administrator](https://docs.coreweave.com/support/observability/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/observability/tags/authentication-access.md)
- [Server Errors](https://docs.coreweave.com/support/observability/tags/server-errors.md)

#### Platform

- [Platform support](https://docs.coreweave.com/support/platform.md)
- [Administrator](https://docs.coreweave.com/support/platform/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/platform/tags/authentication-access.md)

#### Sandboxes

- [Sandboxes support](https://docs.coreweave.com/support/sandboxes.md)
- [Authentication & Access](https://docs.coreweave.com/support/sandboxes/tags/authentication-access.md)
- [Command Execution](https://docs.coreweave.com/support/sandboxes/tags/command-execution.md)
- [Lifecycle](https://docs.coreweave.com/support/sandboxes/tags/lifecycle.md)
- [Server Errors](https://docs.coreweave.com/support/sandboxes/tags/server-errors.md)

#### Storage

- [Storage support](https://docs.coreweave.com/support/storage.md)
- [Administrator](https://docs.coreweave.com/support/storage/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/storage/tags/authentication-access.md)
- [Server Errors](https://docs.coreweave.com/support/storage/tags/server-errors.md)

#### SUNK

- [SUNK support](https://docs.coreweave.com/support/sunk.md)
- [Authentication & Access](https://docs.coreweave.com/support/sunk/tags/authentication-access.md)
- [Nodes](https://docs.coreweave.com/support/sunk/tags/nodes.md)
- [Server Errors](https://docs.coreweave.com/support/sunk/tags/server-errors.md)
- [Storage](https://docs.coreweave.com/support/sunk/tags/storage.md)
- [Workload Scheduling](https://docs.coreweave.com/support/sunk/tags/workload-scheduling.md)

### Forge Support

#### W&B Models

- [W&B Models support](https://docs.coreweave.com/support/models.md)
- [Academic](https://docs.coreweave.com/support/models/tags/academic.md)
- [Administrator](https://docs.coreweave.com/support/models/tags/administrator.md)
- [Alerts](https://docs.coreweave.com/support/models/tags/alerts.md)
- [Anonymous](https://docs.coreweave.com/support/models/tags/anonymous.md)
- [API](https://docs.coreweave.com/support/models/tags/api.md)
- [API Keys](https://docs.coreweave.com/support/models/tags/api-keys.md)
- [Artifacts](https://docs.coreweave.com/support/models/tags/artifacts.md)
- [Authentication](https://docs.coreweave.com/support/models/tags/authentication.md)
- [AWS](https://docs.coreweave.com/support/models/tags/aws.md)
- [Billing](https://docs.coreweave.com/support/models/tags/billing.md)
- [Charts](https://docs.coreweave.com/support/models/tags/charts.md)
- [Connectivity](https://docs.coreweave.com/support/models/tags/connectivity.md)
- [Environment Variables](https://docs.coreweave.com/support/models/tags/environment-variables.md)
- [Experiments](https://docs.coreweave.com/support/models/tags/experiments.md)
- [Hyperparameter](https://docs.coreweave.com/support/models/tags/hyperparameter.md)
- [Inference](https://docs.coreweave.com/support/models/tags/inference.md)
- [Logs](https://docs.coreweave.com/support/models/tags/logs.md)
- [Metrics](https://docs.coreweave.com/support/models/tags/metrics.md)
- [Notebooks](https://docs.coreweave.com/support/models/tags/notebooks.md)
- [Org Management](https://docs.coreweave.com/support/models/tags/org-management.md)
- [Outage](https://docs.coreweave.com/support/models/tags/outage.md)
- [Privacy](https://docs.coreweave.com/support/models/tags/privacy.md)
- [Projects](https://docs.coreweave.com/support/models/tags/projects.md)
- [Python](https://docs.coreweave.com/support/models/tags/python.md)
- [Reports](https://docs.coreweave.com/support/models/tags/reports.md)
- [Resuming](https://docs.coreweave.com/support/models/tags/resuming.md)
- [Run Crashes](https://docs.coreweave.com/support/models/tags/run-crashes.md)
- [Runs](https://docs.coreweave.com/support/models/tags/runs.md)
- [SDK](https://docs.coreweave.com/support/models/tags/sdk.md)
- [Security](https://docs.coreweave.com/support/models/tags/security.md)
- [Storage](https://docs.coreweave.com/support/models/tags/storage.md)
- [Sweeps](https://docs.coreweave.com/support/models/tags/sweeps.md)
- [Tables](https://docs.coreweave.com/support/models/tags/tables.md)
- [Team Management](https://docs.coreweave.com/support/models/tags/team-management.md)
- [Teams](https://docs.coreweave.com/support/models/tags/teams.md)
- [TensorBoard](https://docs.coreweave.com/support/models/tags/tensorboard.md)
- [User Management](https://docs.coreweave.com/support/models/tags/user-management.md)
- [Workspace](https://docs.coreweave.com/support/models/tags/workspace.md)
- [Workspaces](https://docs.coreweave.com/support/models/tags/workspaces.md)
- [Wysiwyg](https://docs.coreweave.com/support/models/tags/wysiwyg.md)

#### W&B Weave

- [W&B Weave support](https://docs.coreweave.com/support/weave.md)
- [Client Info](https://docs.coreweave.com/support/weave/tags/client-info.md)
- [Code Capture](https://docs.coreweave.com/support/weave/tags/code-capture.md)
- [Data Capture](https://docs.coreweave.com/support/weave/tags/data-capture.md)
- [Evaluation](https://docs.coreweave.com/support/weave/tags/evaluation.md)
- [Performance](https://docs.coreweave.com/support/weave/tags/performance.md)
- [System Info](https://docs.coreweave.com/support/weave/tags/system-info.md)
- [Trace Data](https://docs.coreweave.com/support/weave/tags/trace-data.md)
- [UI Rendering](https://docs.coreweave.com/support/weave/tags/ui-rendering.md)

#### Serverless Inference

- [Serverless Inference support](https://docs.coreweave.com/support/inference.md)
- [Administrator](https://docs.coreweave.com/support/inference/tags/administrator.md)
- [Authentication & Access](https://docs.coreweave.com/support/inference/tags/authentication-access.md)
- [Billing](https://docs.coreweave.com/support/inference/tags/billing.md)
- [Quotas & Rate Limits](https://docs.coreweave.com/support/inference/tags/quotas-rate-limits.md)
- [Server Errors](https://docs.coreweave.com/support/inference/tags/server-errors.md)

## W&B Launch

### W&B Launch

- [W&B Launch](https://docs.coreweave.com/products/wandb/platform/launch.md): Scale and manage ML workloads with W&B Launch by configuring jobs, queues, and agents on your compute infrastructure.
- [Tutorial: W&B Launch basics](https://docs.coreweave.com/products/wandb/platform/launch/walkthrough.md): Follow this getting started tutorial for W&B Launch covering jobs, queues, agents, and running ML workloads.
- [Launch terms and concepts](https://docs.coreweave.com/products/wandb/platform/launch/launch-terminology.md): Learn key W&B Launch concepts including jobs, queues, target resources, agents, and agent environments.

### Set up Launch

- [Set up Launch](https://docs.coreweave.com/products/wandb/platform/launch/set-up-launch.md): Set up W&B Launch by configuring a queue and deploying an agent to submit jobs to your compute infrastructure.
- [Configure launch queue](https://docs.coreweave.com/products/wandb/platform/launch/setup-queue-advanced.md): Configure advanced launch queue options including queue config templates with defaults, minimums, and maximums.
- [Set up launch agent](https://docs.coreweave.com/products/wandb/platform/launch/setup-agent-advanced.md): Configure advanced agent options for W&B Launch including Docker and Kaniko builders and container registry settings.

#### Configure compute resources

- [Tutorial: Set up W&B Launch with Docker](https://docs.coreweave.com/products/wandb/platform/launch/setup-launch-docker.md): Set up W&B Launch to run ML jobs using Docker on a local machine as both the agent environment and compute target.
- [Tutorial: Set up W&B Launch on Kubernetes](https://docs.coreweave.com/products/wandb/platform/launch/setup-launch-kubernetes.md): Set up W&B Launch on a Kubernetes cluster using Helm charts, Kaniko image building, and Kubernetes job specs.
- [Tutorial: Set up W&B Launch on SageMaker](https://docs.coreweave.com/products/wandb/platform/launch/setup-launch-sagemaker.md): Configure W&B Launch to submit training jobs to Amazon SageMaker with ECR, S3, and IAM setup instructions.
- [Tutorial: Set up W&B Launch on Vertex AI](https://docs.coreweave.com/products/wandb/platform/launch/setup-vertex.md): Set up W&B Launch on Google Cloud Vertex AI using CustomJob specs and Artifact Registry for ML workloads.

### Create and deploy jobs

- [Create and deploy jobs](https://docs.coreweave.com/products/wandb/platform/launch/create-and-deploy-jobs.md): Create and deploy machine learning jobs using W&B Launch to run workloads on your target compute resources.
- [Create a launch job](https://docs.coreweave.com/products/wandb/platform/launch/create-launch-job.md): Create W&B Launch jobs from Git repositories, code artifacts, or Docker images using the wandb launch command.
- [Add job to queue](https://docs.coreweave.com/products/wandb/platform/launch/add-job-to-queue.md): Add launch jobs to a W&B Launch queue using the App UI or CLI to schedule ML workloads on target resources.
- [Manage job inputs](https://docs.coreweave.com/products/wandb/platform/launch/job-inputs.md): Programmatically manage and configure job inputs such as hyperparameters and file-based configs for W&B Launch jobs.
- [View launch jobs](https://docs.coreweave.com/products/wandb/platform/launch/launch-view-jobs.md): View launch job details, list available jobs, and check job statuses in the W&B App and CLI.

### Advanced

- [Create sweeps with W&B Launch](https://docs.coreweave.com/products/wandb/platform/launch/sweeps-on-launch.md): Discover how to automate hyperparamter sweeps on launch.
- [Monitor launch queue](https://docs.coreweave.com/products/wandb/platform/launch/launch-queue-observability.md): Monitor launch queue workloads with an interactive dashboard to spot inefficient jobs and analyze resource usage.
- [Launch integration guides](https://docs.coreweave.com/products/wandb/platform/launch/integration-guides.md): Browse integration guides for configuring W&B Launch with Docker, Kubernetes, SageMaker, and Vertex AI.

### Launch FAQ

- [Launch FAQ](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq.md): Find answers to frequently asked questions about W&B Launch setup, configuration, and troubleshooting.
- [Are there best practices for using Launch effectively?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/best_practices_launch_effectively.md)
- [I don't want Weights & Biases to build a container for me, can I still use Launch?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/build_container_launch.md)
- [I don't like clicking, can I use Launch without going through the UI?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/clicking_launch_without_going_ui.md)
- [How do I control who can push to a queue?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/control_push_queue.md)
- [When multiple jobs in a Docker queue download the same artifact, is any caching used, or is it re-downloaded every run?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/docker_queues_run_multiple_jobs_download_same_artifact_useartifact.md)
- [Can I specify a Dockerfile and let Weights & Biases build a Docker image for me?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/dockerfile_let_wb_build_docker_image_me.md)
- [Can Launch automatically provision (and spin down) compute resources for me in the target environment?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/launch_automatically_provision_spin_compute_resources_target_environment.md)
- [How W&B Launch builds images](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/launch_build_images.md)
- [Is `wandb launch -d` or `wandb job create image` uploading a whole Docker artifact and not pulling from a registry?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/launch_d_wandb_job_create_image_uploading_whole_docker.md)
- [Does Launch support parallelization? How can I limit the resources consumed by a job?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/launch_support_parallelization_limit_resources_consumed_job.md)
- [How to make W&B Launch work with TensorFlow on GPU](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/launch_tensorflow_gpu.md)
- [How do I fix a "permission denied" error in Launch?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/launcherror_permission_denied.md)
- [What permissions does the agent require in Kubernetes?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/permissions_agent_require_kubernetes.md)
- [What requirements does the accelerator base image have?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/requirements_accelerator_base_image.md)
- [How can admins restrict which users have modify access?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/restrict_access_modify_example.md)
- [Can you specify secrets for jobs or automations? For instance, an API key which you do not wish to be directly visible to users?](https://docs.coreweave.com/products/wandb/platform/launch/launch-faq/secrets_jobsautomations_instance_api_key_wish_directly_visible.md)

### Launch Library API Reference

- [launch api](https://docs.coreweave.com/products/wandb/platform/launch/launch-library/launch.md)
- [launch_add](https://docs.coreweave.com/products/wandb/platform/launch/launch-library/launch_add.md)
- [LaunchAgent](https://docs.coreweave.com/products/wandb/platform/launch/launch-library/launchagent.md)

- [Other (1097 pages)](https://docs.coreweave.com/_llms/other.txt): Documentation for Other.

## OpenAPI Specs

- [openapi](/openapi/capacity-finder/openapi.yaml)
- [openapi](/openapi/cks/openapi.yaml)
- [openapi](/openapi/storage/openapi.yaml)
- [openapi](/openapi/vpc/openapi.yaml)
- [openapi](/openapi/o11y/openapi.yaml)
- [openapi](/openapi/inference/openapi.yaml)
- [openapi](/products/wandb/weave/reference/service-api/openapi.json)
- [management.openapi](/openapi/model-distillation/management.openapi.yaml)
- [proxy.openapi](/openapi/model-distillation/proxy.openapi.yaml)
- [openapi](/products/post-training/serverless-training/api-reference/openapi.json)
- [o11y-openapi.dist](/observability/telemetry-forwarding/o11y-openapi.dist.yaml)
- [openapi](/openapi/sandboxes/openapi.yaml)
- [baremetal-openapi.dist](/products/bare-metal/reference/baremetal-openapi.dist.yaml)
- [cks-openapi.dist](/products/cks/reference/cks-openapi.dist.yaml)
- [inference-openapi.dist](/products/inference/reference/inference-openapi.dist.yaml)
- [vpc-openapi.dist](/products/networking/vpc/vpc-openapi.dist.yaml)
- [storage-openapi.dist](/products/storage/object-storage/reference/storage-openapi.dist.yaml)

> The links below point to documentation indexes. Follow each `/_llms/` index recursively until you reach documentation pages.

## Indexes

- [English / Infrastructure (617 pages)](https://docs.coreweave.com/_llms/en/infrastructure.txt): Documentation for English / Infrastructure.
- [English / Infrastructure / Infra Control (208 pages)](https://docs.coreweave.com/_llms/en/infrastructure/infra-control.txt): Compute · Storage · Network
- [English / Infrastructure / Workloads (230 pages)](https://docs.coreweave.com/_llms/en/infrastructure/workloads.txt): SUNK · Inference · Sandbox
- [English / Forge (1027 pages)](https://docs.coreweave.com/_llms/en/forge.txt): Documentation for English / Forge.
- [English / Forge / Weights & Biases (658 pages)](https://docs.coreweave.com/_llms/en/forge/weights-and-biases.txt): Documentation for English / Forge / Weights & Biases.
- [English / Forge / Weights & Biases / Reference (372 pages)](https://docs.coreweave.com/_llms/en/forge/weights-and-biases/reference.txt): Documentation for English / Forge / Weights & Biases / Reference.
- [English / Forge / Post-Training (129 pages)](https://docs.coreweave.com/_llms/en/forge/post-training.txt): Documentation for English / Forge / Post-Training.
- [English / Monolith AI (143 pages)](https://docs.coreweave.com/_llms/en/monolith-ai.txt): Documentation for English / Monolith AI.
- [French (2027 pages)](https://docs.coreweave.com/_llms/fr.txt): Documentation for French.
- [French / Infrastructure (614 pages)](https://docs.coreweave.com/_llms/fr/infrastructure.txt): Documentation for French / Infrastructure.
- [French / Infrastructure / Infra Control (206 pages)](https://docs.coreweave.com/_llms/fr/infrastructure/infra-control.txt): Documentation for French / Infrastructure / Infra Control.
- [French / Infrastructure / Charges de travail (230 pages)](https://docs.coreweave.com/_llms/fr/infrastructure/charges-de-travail.txt): Documentation for French / Infrastructure / Charges de travail.
- [French / Forge (1028 pages)](https://docs.coreweave.com/_llms/fr/forge.txt): Documentation for French / Forge.
- [French / Forge / Weights & Biases (659 pages)](https://docs.coreweave.com/_llms/fr/forge/weights-and-biases.txt): Documentation for French / Forge / Weights & Biases.
- [French / Forge / Weights & Biases / Guides (237 pages)](https://docs.coreweave.com/_llms/fr/forge/weights-and-biases/guides.txt): Documentation for French / Forge / Weights & Biases / Guides.
- [French / Forge / Post-entraînement (129 pages)](https://docs.coreweave.com/_llms/fr/forge/post-entrainement.txt): Documentation for French / Forge / Post-entraînement.
- [French / Monolith AI (143 pages)](https://docs.coreweave.com/_llms/fr/monolith-ai.txt): Documentation for French / Monolith AI.
- [Japanese (2027 pages)](https://docs.coreweave.com/_llms/ja.txt): Documentation for Japanese.
- [Japanese / インフラストラクチャー (614 pages)](https://docs.coreweave.com/_llms/ja/tab.txt): Documentation for Japanese / インフラストラクチャー.
- [Japanese / インフラストラクチャー / Infra Control (206 pages)](https://docs.coreweave.com/_llms/ja/tab/infra-control.txt): Documentation for Japanese / インフラストラクチャー / Infra Control.
- [Japanese / インフラストラクチャー / ワークロード (230 pages)](https://docs.coreweave.com/_llms/ja/tab/item-704eb1af.txt): Documentation for Japanese / インフラストラクチャー / ワークロード.
- [Japanese / Forge (1028 pages)](https://docs.coreweave.com/_llms/ja/forge.txt): Documentation for Japanese / Forge.
- [Japanese / Forge / Weights & Biases (659 pages)](https://docs.coreweave.com/_llms/ja/forge/weights-and-biases.txt): Documentation for Japanese / Forge / Weights & Biases.
- [Japanese / Forge / Post-training (129 pages)](https://docs.coreweave.com/_llms/ja/forge/post-training.txt): Documentation for Japanese / Forge / Post-training.
- [Japanese / Monolith AI (143 pages)](https://docs.coreweave.com/_llms/ja/monolith-ai.txt): Documentation for Japanese / Monolith AI.
- [Korean (2027 pages)](https://docs.coreweave.com/_llms/ko.txt): Documentation for Korean.
- [Korean / 인프라 (614 pages)](https://docs.coreweave.com/_llms/ko/tab.txt): Documentation for Korean / 인프라.
- [Korean / 인프라 / Infra Control (206 pages)](https://docs.coreweave.com/_llms/ko/tab/infra-control.txt): Documentation for Korean / 인프라 / Infra Control.
- [Korean / 인프라 / 워크로드 (230 pages)](https://docs.coreweave.com/_llms/ko/tab/item-01dfab57.txt): Documentation for Korean / 인프라 / 워크로드.
- [Korean / Forge (1028 pages)](https://docs.coreweave.com/_llms/ko/forge.txt): Documentation for Korean / Forge.
- [Korean / Forge / Weights & Biases (659 pages)](https://docs.coreweave.com/_llms/ko/forge/weights-and-biases.txt): Documentation for Korean / Forge / Weights & Biases.
- [Korean / Forge / Post-training (129 pages)](https://docs.coreweave.com/_llms/ko/forge/post-training.txt): Documentation for Korean / Forge / Post-training.
- [Korean / Monolith AI (143 pages)](https://docs.coreweave.com/_llms/ko/monolith-ai.txt): Documentation for Korean / Monolith AI.
- [Other (1097 pages)](https://docs.coreweave.com/_llms/other.txt): Documentation for Other.
- [Other / Fr (248 pages)](https://docs.coreweave.com/_llms/other/fr.txt): Documentation under `/fr/support/`.
- [Other / Support (352 pages)](https://docs.coreweave.com/_llms/other/support.txt): Documentation under `/support/`.