# VESSL AI ## Explore docs ### Get started - [Introduction](https://docs.cloud.vessl.ai/guides/get-started/introduction.md): What VESSL Cloud is, why it matters, and how it works at a glance. #### Start quickly - [Member](https://docs.cloud.vessl.ai/guides/get-started/quickstart-user.md): Create your first GPU instance, connect with JupyterLab or SSH, and control costs. - [Admin](https://docs.cloud.vessl.ai/guides/get-started/quickstart-admin.md): Set up org-wide Storage and invite teammates after initial signup. ### Examples - [Fine-tune Gemma 4](https://docs.cloud.vessl.ai/examples/fine-tuning-gemma-4.md): A complete walkthrough for fine-tuning Gemma 4 E4B with QLoRA and Unsloth on a single A100 GPU. - [Run autoresearch in parallel](https://docs.cloud.vessl.ai/examples/autoresearch.md): Use VESSL Cloud batch jobs to run karpathy/autoresearch with K experiments in parallel against one shared cache volume. - [Train a point-in-time finance LLM](https://docs.cloud.vessl.ai/examples/point-in-time-finance-llm.md): Continue pretraining Qwen3.5-35B on a date-clipped corpus with VESSL Cloud batch jobs, then measure how much look-ahead leakage inflates a financial prediction score. ### vesslctl CLI - [Understand vesslctl](https://docs.cloud.vessl.ai/cli/overview.md): Install and configure the VESSL Cloud command-line tool. - [CLI Quickstart](https://docs.cloud.vessl.ai/cli/quickstart.md): Three common workflows to get productive with vesslctl in minutes. - [CLI Cheat Sheet](https://docs.cloud.vessl.ai/cli/cheatsheet.md): Every vesslctl command at a glance with quick copy-paste examples. - [Use with AI tools](https://docs.cloud.vessl.ai/cli/ai-tools.md): Connect vesslctl to Claude Code, Cursor, and other AI-powered development tools. #### Command Reference - [vesslctl workspace](https://docs.cloud.vessl.ai/cli/commands/workspace.md): Create, manage, and connect to interactive development workspaces. - [vesslctl ssh-key](https://docs.cloud.vessl.ai/cli/commands/ssh-key.md): List, add, and delete SSH public keys from the CLI. - [vesslctl job](https://docs.cloud.vessl.ai/cli/commands/job.md): Submit, monitor, and manage batch training and inference jobs. - [vesslctl volume](https://docs.cloud.vessl.ai/cli/commands/volume.md): Manage data volumes for persistent storage across workspaces and jobs. - [vesslctl storage](https://docs.cloud.vessl.ai/cli/commands/storage.md): View and manage storage backends that host volumes. - [vesslctl org & team](https://docs.cloud.vessl.ai/cli/commands/org-team.md): Manage organizations and teams for access control and resource scoping. - [vesslctl cluster & resource-spec](https://docs.cloud.vessl.ai/cli/commands/cluster.md): Discover available clusters, GPU types, and resource configurations. - [vesslctl tag](https://docs.cloud.vessl.ai/cli/commands/tag.md): Create and manage tags to organize and filter jobs. - [vesslctl skill](https://docs.cloud.vessl.ai/cli/commands/skill.md): Install vesslctl skills for AI coding agents. - [vesslctl config, auth, billing & utility](https://docs.cloud.vessl.ai/cli/commands/config.md): Configure the CLI, manage authentication, check billing, and update vesslctl. - [vesslctl update](https://docs.cloud.vessl.ai/cli/commands/update.md): Upgrade vesslctl in place to the latest released version. - [vesslctl completion](https://docs.cloud.vessl.ai/cli/commands/completion.md): Enable shell tab completion for vesslctl commands and flags. ### Use VESSL Cloud #### Home - View Dashboard - [Monitor workloads](https://docs.cloud.vessl.ai/member/dashboard/overview.md): View your active workloads, GPU usage, and spend rate at a glance. #### Run GPU instances - [Understand workspaces](https://docs.cloud.vessl.ai/member/workspace/overview.md): What a workspace is and why it matters for ML development on VESSL Cloud. - [Create a workspace](https://docs.cloud.vessl.ai/member/workspace/create.md): Select resources, configure your environment, and launch a GPU instance from a single page. - [View workspaces](https://docs.cloud.vessl.ai/member/workspace/list.md): Understand columns and lifecycle states on the workspace list. - [Connect to a workspace](https://docs.cloud.vessl.ai/member/workspace/connect.md): Open services in your browser or connect using SSH from your terminal or VS Code. - [View workspace details](https://docs.cloud.vessl.ai/member/workspace/details.md): Compute specs, pricing summary, image, and attached storage. - [View logs](https://docs.cloud.vessl.ai/member/workspace/logs.md): View real-time container logs for debugging and monitoring. - [Monitor metrics](https://docs.cloud.vessl.ai/member/workspace/metrics.md): Track GPU, VRAM, temperature, CPU, memory, and storage usage for your workspace. - [Convert a workspace to a Job](https://docs.cloud.vessl.ai/member/workspace/convert-to-job.md): Reuse a workspace's image, resource spec, and volumes to launch a Job in one click. - [Clean up workspaces](https://docs.cloud.vessl.ai/member/workspace/cleanup.md): Stop or terminate workspaces to control costs. #### Run batch jobs - [Understand jobs](https://docs.cloud.vessl.ai/member/job/overview.md): What batch jobs are and when to use them on VESSL Cloud. - [Create a batch job](https://docs.cloud.vessl.ai/member/job/create.md): Create a batch job from the console or with vesslctl. - [List batch jobs](https://docs.cloud.vessl.ai/member/job/list.md): Browse, filter, and search jobs in your team. - [View job details](https://docs.cloud.vessl.ai/member/job/details.md): Compute specs, pricing summary, command, image, environment variables, volumes, and tags. - [View logs](https://docs.cloud.vessl.ai/member/job/logs.md): Stream and review batch job execution logs. - [Monitor metrics](https://docs.cloud.vessl.ai/member/job/metrics.md): Track GPU, VRAM, temperature, CPU, memory, network, and storage usage for your batch job. - [Clean up jobs](https://docs.cloud.vessl.ai/member/job/cleanup.md): Terminate a running job and hide finished jobs from the default list. #### Use storage - [Understand storage](https://docs.cloud.vessl.ai/member/volume/overview.md): Cluster storage vs Object storage and how to use them. - [Create Object storage volume](https://docs.cloud.vessl.ai/member/volume/create.md): Create an Object storage volume to share data across your team. - [View volumes](https://docs.cloud.vessl.ai/member/volume/list.md): View team-assigned storage volumes and their usage. - [Manage volume data](https://docs.cloud.vessl.ai/member/volume/detail.md): View files, active workspaces, and manage data with the CLI. - [Load data into a volume](https://docs.cloud.vessl.ai/member/volume/load-data.md): Upload to Object storage from the CLI, or load Cluster storage from inside a workspace that mounts it. #### Platform reference - [Resource limits](https://docs.cloud.vessl.ai/guides/platform/resource-limits.md): Which resource limits VESSL Cloud enforces, what happens when a workload exceeds one, and which data survives. - [Managed software stack](https://docs.cloud.vessl.ai/guides/platform/managed-software-stack.md): Which parts of the software stack VESSL Cloud manages, which parts you are responsible for, and how security patching works. #### Manage account - [Profile](https://docs.cloud.vessl.ai/member/settings/profile.md): View your account information and change your password. - [SSH Keys](https://docs.cloud.vessl.ai/member/settings/ssh-keys.md): View SSH public keys stored in VESSL Cloud, add existing keys, or generate new key pairs. - [Secrets](https://docs.cloud.vessl.ai/member/settings/secrets.md): Store API tokens and credentials as encrypted, org-level secrets, and inject them into batch jobs as environment variables. - [Notifications](https://docs.cloud.vessl.ai/member/settings/notifications.md): Check events in the notification center and choose how each category reaches you. ### Operate organization #### Configure organization - [Organization overview](https://docs.cloud.vessl.ai/admin/organization/overview.md): Top-level unit for policies, volumes, billing, and team management. - [SAML SSO](https://docs.cloud.vessl.ai/admin/organization/saml-sso.md): Integrate your SAML 2.0 identity provider to manage organization membership. - [Monitor organization usage](https://docs.cloud.vessl.ai/admin/dashboard/overview.md): Monitor GPU usage, spend trends, and team performance across your organization. #### Manage clusters - [Cluster overview](https://docs.cloud.vessl.ai/admin/cluster/overview.md): Clusters in VESSL Cloud. #### Manage storage - [Storage overview](https://docs.cloud.vessl.ai/admin/storage/overview.md): Manage Cluster storage and Object storage for your organization. - [Volume list](https://docs.cloud.vessl.ai/admin/storage/volume-list.md): See all storage volumes and the overall storage summary. - [Create a volume](https://docs.cloud.vessl.ai/admin/storage/create-volume.md): Create Cluster storage and Object storage volumes for your team. - [Volume detail](https://docs.cloud.vessl.ai/admin/storage/volume-detail.md): Inspect files, attached workspaces, and provide CLI guidance. #### Manage teams - [Teams overview](https://docs.cloud.vessl.ai/admin/teams/overview.md): Collaboration units with shared resources and standardized environments. - [Create a team](https://docs.cloud.vessl.ai/admin/teams/create-team.md): Create a new team and set it as the default for your primary web console view. - [Member list](https://docs.cloud.vessl.ai/admin/teams/member-list.md): View Organization members, their teams, and last login. - [Invite a member](https://docs.cloud.vessl.ai/admin/teams/invite-member.md): Invite users by email and assign them to at least one Team. - [Team list](https://docs.cloud.vessl.ai/admin/teams/team-list.md): View teams, their members, and invite members to a team. #### Manage secrets - [Manage secrets](https://docs.cloud.vessl.ai/admin/secrets/overview.md): Update, rotate, and delete org-level secrets — the operations reserved for Organization admins. #### Track spend - [Billing overview](https://docs.cloud.vessl.ai/admin/billing/overview.md): Credit-based billing, at-a-glance balances, and spend rate visibility. - [Credits](https://docs.cloud.vessl.ai/admin/billing/credits.md): Top up credits, review credit charge history, and refunds. - [Payment methods](https://docs.cloud.vessl.ai/admin/billing/payment-methods.md): Register cards for faster checkout and manage saved methods. - [Usage reports](https://docs.cloud.vessl.ai/admin/billing/usage-reports.md): View org/team credit usage and export CSV. - [Credit exhaustion policy](https://docs.cloud.vessl.ai/admin/billing/credit-exhaustion-policy.md): How VESSL Cloud handles workspaces when your credits run out. #### Control access - [Roles & permissions](https://docs.cloud.vessl.ai/admin/roles-permissions.md): Admin vs Member responsibilities and scopes at the Organization level. ### VM Clusters #### Learn the basics - [Understand VM Clusters](https://docs.cloud.vessl.ai/vm-clusters/overview.md): Rent 8+ GPUs for multi-node training, with full root access, InfiniBand, and shared storage. - [Compare with Workspace](https://docs.cloud.vessl.ai/vm-clusters/vs-workspace.md): When to use a containerized workspace and when to use a dedicated VM cluster. #### Get started - [Request a VM cluster](https://docs.cloud.vessl.ai/vm-clusters/order.md): How to request a VM cluster: talk to sales, agree on a configuration, and we provision it for you. #### Use your cluster - [Connect over SSH](https://docs.cloud.vessl.ai/vm-clusters/connect-ssh.md): Connect to each node in your VM cluster over SSH, and troubleshoot common issues. - [Use NFS storage](https://docs.cloud.vessl.ai/vm-clusters/nfs-storage.md): Add shared NFS storage to your cluster, where it mounts, and how billing and expiry work. - [Configure firewall rules](https://docs.cloud.vessl.ai/vm-clusters/firewall-rules.md): Control inbound access to your VM cluster with firewall rules. - [Reboot a node](https://docs.cloud.vessl.ai/vm-clusters/reboot.md): When and how to reboot a node, and what happens when you reboot. #### Monitor your cluster - [Health checks](https://docs.cloud.vessl.ai/vm-clusters/health-checks.md): How VESSL Cloud judges each node's health — statuses, levels, and what triggers each color. - [Metrics](https://docs.cloud.vessl.ai/vm-clusters/metrics.md): GPU and system time-series metrics for every node in your cluster. #### Manage your contract - [Extend a contract](https://docs.cloud.vessl.ai/vm-clusters/extend-contract.md): Extend the term of an active VM cluster contract. - [Plan for data retention](https://docs.cloud.vessl.ai/vm-clusters/data-retention.md): What happens to your data when a contract expires, and how to back it up. #### Find answers - [Browse the FAQ](https://docs.cloud.vessl.ai/vm-clusters/faq.md): Common questions about VM clusters, billing, storage, and operations. ### Glossary - [Glossary](https://docs.cloud.vessl.ai/guides/get-started/glossary.md): Canonical terms used in VESSL Cloud docs. ### Support - [Support](https://docs.cloud.vessl.ai/guides/get-started/support.md): Learn how to contact support and submit a ticket from VESSL Cloud. ## Pricing ### Pricing - [GPU instances](https://docs.cloud.vessl.ai/pricing/gpu-instances.md): Available GPU instance families and pricing overview. - [Storage pricing](https://docs.cloud.vessl.ai/pricing/storage.md): Pricing for Cluster storage and Object storage. ## Changelog ### Changelog - [Updates](https://docs.cloud.vessl.ai/changelog/overview/updates.md): Release notes for the VESSL Cloud platform ## Legal ### Legal - [Legal](https://docs.cloud.vessl.ai/legal/overview.md): VESSL AI legal agreements, service-specific terms, and public policies for VESSL Cloud. - [Service level agreement](https://docs.cloud.vessl.ai/legal/sla.md): VESSL Cloud service level agreement (SLA). - [Data processing agreement](https://docs.cloud.vessl.ai/legal/dpa.md): VESSL Cloud data processing agreement (DPA). - [Sub-processor list](https://docs.cloud.vessl.ai/legal/sub-processors.md): VESSL Cloud sub-processors engaged in processing customer personal data. #### Master Services Agreement - [Master services agreement](https://docs.cloud.vessl.ai/legal/msa.md): VESSL Cloud master services agreement (MSA). - [Self-Service terms](https://docs.cloud.vessl.ai/legal/msa-annex-a.md): Annex A to the VESSL Cloud master services agreement, applying to Self-Service customers without an Order Form. #### Service-specific Terms - [Service-specific Terms](https://docs.cloud.vessl.ai/legal/service-terms.md): Additional terms that apply to individual VESSL Cloud services. - [Container Compute service terms](https://docs.cloud.vessl.ai/legal/container-compute.md): Service-specific terms for the VESSL Cloud Container Compute service. - [VM Cluster service terms](https://docs.cloud.vessl.ai/legal/vm-cluster.md): Service-specific terms for the VESSL Cloud VM Cluster service. - [Storage service terms](https://docs.cloud.vessl.ai/legal/storage.md): Service-specific terms for VESSL Cloud Cluster storage and Object storage. - [Inference service terms](https://docs.cloud.vessl.ai/legal/inference.md): Service-specific terms for the VESSL Cloud Inference service. #### Public Policies - [Acceptable use policy](https://docs.cloud.vessl.ai/legal/acceptable-use.md): VESSL Cloud acceptable use policy (AUP). - [Privacy policy](https://docs.cloud.vessl.ai/legal/privacy.md): How VESSL AI collects, uses, shares, and protects personal data. - [Cookie policy](https://docs.cloud.vessl.ai/legal/cookie.md): How VESSL AI uses cookies and similar technologies. - [Cookie list](https://docs.cloud.vessl.ai/legal/cookie-list.md): Individual cookies and similar technologies used across VESSL websites and VESSL Cloud. - [Support policy](https://docs.cloud.vessl.ai/legal/support-policy.md): VESSL Cloud customer support scope, channels, and response targets. ## Optional - [Blog](https://blog.vessl.ai/?utm_source=docs&utm_medium=nav&utm_campaign=docs-nav&utm_content=blog) - [YouTube](https://www.youtube.com/@vesslai?utm_source=docs&utm_medium=nav&utm_campaign=docs-nav&utm_content=youtube) - [Newsletter](https://share.hsforms.com/2zxOO6PGhROm29UWBec4etwqrbya) > The links below point to documentation indexes. Follow each `/_llms/` index recursively until you reach documentation pages. ## Indexes - [Korean (103 pages)](https://docs.cloud.vessl.ai/_llms/ko.md): Documentation for Korean.