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App Overview

Learn how the Dreadnode app is organized across Studio project work, Hub, evaluations, optimization, agents, training, worlds, AI red teaming, compute, and context plus administration.

App is the umbrella section for the product surfaces you use in Dreadnode.

Start here when you need one page that answers:

  • which app surface should I use first?
  • how do org, workspace, and project context affect everything else?
  • what does the hosted project surface actually look like once I am inside Studio?
  • where do Hub, evaluations, optimization, Agents, training, worlds, compute, and admin controls fit?

For agents and automation, this is the shortest useful app map: what the major surfaces are, which context scopes them, and where to look next depending on the workflow.

Most questions reduce to this chain:

Organization
-> Workspace
-> Project
-> Execution resources
LayerWhat it is forWhat it is not
Organizationtop-level tenant, membership, billing, and plan boundarynot the day-to-day work bucket
Workspaceprimary access boundary for a team, engagement, or personal areanot the billing boundary
Projectgrouping context for related work inside a workspacenot a permission boundary
Execution resourcestasks, runtimes, sandboxes, evaluations, training jobs, worlds resources, traces, and sessionsnot org or workspace administration

The hosted day-to-day work surface is the Studio route:

/{org}/studio/{workspace}/{project}

That route is the project shell for interactive work. In the current frontend it does three jobs:

  • keep project chat and composer anchored to the current org, workspace, and project
  • resolve the project key to a real project ID so sandbox and runtime state can hydrate correctly
  • open project-side panels for Files, Summary, and Runtime

If you open Studio without a fully qualified project URL, the app resolves one for you:

  • /{org}/studio picks the default or first accessible workspace, then redirects to the most recently updated project in that workspace
  • /{org}/studio/{workspace} resolves the most recently updated project in that workspace, falling back to the default project key if necessary

That makes Studio project-first in practice, even though permissions and billing still come from the surrounding workspace and organization.

SurfaceWhat it is forFirst stop
Studio project surfacerun interactive project work, inspect files, review summaries, and manage runtime stateProjects
Hubbrowse and manage shared registriesHub
Evaluationsrun judged repeatable benchmark jobsEvaluations
Optimizationimprove capabilities against pinned datasets and promote resultsOptimization
Agentsinspect deployed agent traffic, query telemetry, and analyze tracesAgents
Trainingrun hosted SFT and RL jobsTraining
Worldsgenerate manifests and trajectories for security environmentsWorlds
AI Red Teamingorganize assessment campaigns and reportingAI Red Teaming
Computemanage the runtime and sandbox execution modelCompute
Accountunderstand boundaries, settings, projects, credentials, and billingAccount

Use the organization layer when you care about:

  • members, invitations, teams, and top-level ownership
  • credits and billing in SaaS mode
  • org-scoped shared registries like capabilities, security tasks, datasets, and models

For the detailed organization rules, use Organizations.

Use the workspace layer when you care about:

  • who can access a body of work
  • which projects belong together
  • workspace-specific permissions and storage credentials

For the access-control and sharing rules, use Workspaces.

Use the project layer when you care about:

  • the Studio URL and active project shell you are working in
  • grouping the project’s runtime, sessions, evaluations, and traces
  • choosing the default context for a workflow
  • separating one engagement, benchmark suite, or experiment from another inside the same workspace

For the grouping and default-context rules, use Projects.

The frontend groups the product into Hub, Lab, Operations, Compute, and Manage. Studio sits across those areas as the project-level workspace where interactive work begins. The docs use one App section, but the ordering below mirrors that product flow where it matches directly.

Product areaDocs pages
StudioProjects for the project route, chat shell, Files, Summary, and Runtime panels
workspace contextorganization, workspace, and project model on this page and in Account
HubHub with Capabilities, Security Tasks, Datasets, and Models
LabEvaluations, Optimization, Worlds, and Training
OperationsAI Red Teaming and Agents
ComputeCompute with Runtimes and Sandboxes
ManageAccount, Settings, Secrets, Credits, User administration