> ## Documentation Index > Fetch the complete documentation index at: https://docs.reactor.inc/llms.txt > Use this file to discover all available pages before exploring further. > ## Agent Instructions > To build and serve your own model, start at /deploy/development/quickstart and /deploy/development/overview. Deploying is the default path: reactor init scaffolds a workspace, reactor auth login authenticates, and reactor model deploy registers the model, publishes the release with the weights/ folder, and activates it on Reactor's GPUs, in one command from that workspace. Docker must be running, because the publish step builds the image locally. Bump model.version in reactor.yaml before redeploying a change, because a release that already has an image is reactivated as it is. Deployment access is granted per account, so contact team@reactor.inc if a deploy is refused. Every key in reactor.yaml is documented at /deploy/platform/reactor-yaml. Model code imports reactor_runtime; Python client code imports reactor_sdk. The runtime overview explains the model interface. Running the model on your own machine with reactor run is optional and needs a GPU you attach with --gpus; /deploy/development/local-testing covers that loop and pairs a complete brightness model with a Python client test in a separate brightness-test workspace. > Reactor hosts multiple models, each with its own connect slug (modelName) and command/event schema. The video model catalog — slug, typed SDK package, and links to its schema — is at /model-api-reference/overview. Robotics policy documentation starts at /robotics/overview; The launch policies are Cosmos Nano DROID (/robotics/cosmos/nano-policy-droid/), DreamZero DROID (/robotics/dreamzero/droid/), and FLUX Action DROID (/robotics/flux-action/droid/), organized by model family and embodiment. Some models expose one slug per experience (e.g. HappyOyster); always take the slug from the model's own pages, never guess it. > Fastest path to a working app: `npx create-reactor-app my-app --model=` scaffolds a complete app with secure auth wired up. Typed TypeScript SDKs are published as @reactor-models/; Python uses the base reactor-sdk package. > Auth: exchange an API key (rk_...) for a JWT via POST https://api.reactor.inc/tokens from your server. Never put the API key in client-side code. > Append .md to any docs URL for clean Markdown. Search these docs via the MCP server at https://docs.reactor.inc/mcp. # Put a weight set > Records a weight set from its version-2 manifest, after its files are uploaded. `set` must be the full set digest, and it must equal the set digest of the manifest's files. No release is registered. Repeating the request is safe. The set digest is `sha256:` plus the SHA-256 of the manifest's file lines, sorted, joined by newlines; each line is the file's hex SHA-256, two spaces, and its path. Each file must already be uploaded at its size, or every file must be an `hf://` source pinned to a commit. Paths are relative, with no `.` or `..` segment and no backslash. Returns `201` when the project did not have the set and `200` when it did. Available when weight sets are enabled for your account. Requires the `account_admin` or `developer` role and Serve access. ## OpenAPI ````yaml /openapi.yaml put /projects/{proj_id}/weights/{set} openapi: 3.1.0 info: title: Reactor Platform API version: '1' description: > The Reactor Platform API mints session tokens, starts and operates sessions, negotiates media transport, and manages your account, models, and deployments. Every path is relative to `https://api.reactor.inc`. See the [Introduction](/platform-api/introduction) and [Authentication](/platform-api/authentication) pages for credentials, versioning, and errors. contact: name: Reactor support url: https://docs.reactor.inc/resources/support servers: - url: https://api.reactor.inc description: Production security: - apiKey: [] tags: - name: Status description: >- Public, unauthenticated endpoints for service health, pricing, and the values the API accepts. - name: Tokens description: > Exchange a long-lived API key for a short-lived, session-scoped token that a client can use to create and operate sessions without holding the key. - name: Users description: > Read your own user record, your account's roster, and account memberships, and manage member roles as an account admin. - name: API Keys description: >- Revoke API keys. Use the [Dashboard](https://reactor.inc/dashboard) to list or create keys. The CLI can also create a key with `reactor auth login`. - name: Sessions description: > Create, inspect, and end sessions. A session holds one running model for one client application; media and messages flow over a transport you attach to it afterwards. - name: Transport description: > Attach a client to a session. WebRTC signaling carries ICE servers, SDP, and ICE candidates; a LiveKit room connection lets the session join a room you host. - name: Files description: > Upload files a model reads, either for one running session or ahead of time for sessions you have not started yet. - name: Recordings description: > Fetch the recorded video of a session as an HLS playlist, during the session or after it ends. - name: Accounts description: > Read and manage the account your credential acts in: its name and slug, its credit balance, its effective quotas, and its accelerator capacity. - name: Invitations description: > Invite people to your account by email, and manage pending invitations. The recipient accepts from the emailed link while signed in to the dashboard. - name: Usage description: > List the sessions your account has run, filter them by status, date, model, or API key, and read exact session totals for a date window. - name: Models description: > Register, read, update, and delete the models your account serves, and list the models you can use. The `reactor model` CLI commands are built on these endpoints. - name: Releases description: > Register a model's versioned releases, push their container image, and deploy a release with a per-region instance plan. - name: Model Weights description: > Upload and inspect the weights bundle of a release: single-request uploads, multipart uploads for large files, and the server-side finalize that marks a bundle complete. - name: Model Schemas description: > Attach an OpenAPI schema to a release that describes the model's commands, messages, and tracks. Schemas of public models are readable without credentials. - name: Model Access description: | Share a private model with other accounts, one environment at a time. - name: Projects description: > A project is the deploy identity of a model you serve on Reactor. Each model is one project, with its own UUID. Creating a project also creates its `production` environment. - name: Environments description: > An environment is a named deploy target of a project, such as `production` or `staging`. Each write to an environment creates its next revision, and the newest revision is what the environment runs. Environment access grants let another account start sessions on one environment. - name: Revisions description: > A revision is an immutable, numbered snapshot of one environment: its model image, weights, resources, instances, and variables. An environment's revisions, newest first, are its change log. - name: Images description: > Model images are the container images pushed to your model's repository, named by digest. Experimental: this API can change without notice. - name: Weight Sets description: > A weight set is a version-2 weights bundle, named by its set digest. Push the files, then put the manifest. Available when weight sets are enabled for your account. Experimental: this API can change without notice. - name: Tags description: > A tag is a movable name on one model image or one weight set of a project. A release of the model is a read-only tag. Experimental: this API can change without notice. paths: /projects/{proj_id}/weights/{set}: parameters: - $ref: '#/components/parameters/ProjectProjId' put: tags: - Weight Sets summary: Put a weight set description: > Records a weight set from its version-2 manifest, after its files are uploaded. `set` must be the full set digest, and it must equal the set digest of the manifest's files. No release is registered. Repeating the request is safe. The set digest is `sha256:` plus the SHA-256 of the manifest's file lines, sorted, joined by newlines; each line is the file's hex SHA-256, two spaces, and its path. Each file must already be uploaded at its size, or every file must be an `hf://` source pinned to a commit. Paths are relative, with no `.` or `..` segment and no backslash. Returns `201` when the project did not have the set and `200` when it did. Available when weight sets are enabled for your account. Requires the `account_admin` or `developer` role and Serve access. operationId: putWeightSet parameters: - $ref: '#/components/parameters/ProjectFullSetDigest' requestBody: required: true content: application/json: schema: $ref: '#/components/schemas/ProjectWeightSetPutRequest' example: manifest: version: 2 files: - path: model.safetensors size: 4831821824 sha256: >- 2c26b46b68ffc68ff99b453c1d30413413422d706483bfa0f98a5e886266e7ae - path: config.json size: 16384 sha256: >- fcde2b2edba56bf408601fb721fe9b5c338d10ee429ea04fae5511b68fbf8fb9 responses: '200': description: The project already had the set. content: application/json: schema: $ref: '#/components/schemas/ProjectWeightSet' '201': description: The set was recorded. `Location` names its path. headers: Location: description: The weight set's path. schema: type: string content: application/json: schema: $ref: '#/components/schemas/ProjectWeightSet' example: set_digest: >- sha256:5f2c8e1a9b7d3c4e6f0a1b2c3d4e5f6a7b8c9d0e1f2a3b4c5d6e7f8a9b0c1d2e file_count: 2 total_size: 4831838208 tags: [] created_at: '2026-10-10T09:40:00Z' files: - path: model.safetensors size: 4831821824 sha256: >- 2c26b46b68ffc68ff99b453c1d30413413422d706483bfa0f98a5e886266e7ae - path: config.json size: 16384 sha256: >- fcde2b2edba56bf408601fb721fe9b5c338d10ee429ea04fae5511b68fbf8fb9 '400': description: >- `invalid_request`: `set` is not a full digest, `manifest` is missing, its `version` is not 2, its set digest differs from `set`, `from_release` is present, or an entry has an invalid or repeated path, hash, or size. content: application/json: schema: $ref: '#/components/schemas/Error' '401': $ref: '#/components/responses/Unauthorized' '403': description: No write access to the project, or Serve access is not enabled. content: application/json: schema: $ref: '#/components/schemas/Error' '409': description: > `failed_precondition`, with one of these `reason` values: - `set_objects_off`: weight sets are not enabled for your account. - `hf_sources_off`: `hf://` sources are not enabled for your account. - `weights_file_missing`: a file is not uploaded at its size. Upload it, then put the set again. - `weight_set_conflict`: a set with the same digest is stored with other sizes or sources. content: application/json: schema: $ref: '#/components/schemas/Error' example: error: failed_precondition reason: weights_file_missing message: >- file "model.safetensors" is not uploaded at its size; upload it, then create the weight set again '413': description: The manifest is too large. content: application/json: schema: $ref: '#/components/schemas/Error' '429': description: >- A pinned `hf://` source could not be checked because of a rate limit. Retry later. content: application/json: schema: $ref: '#/components/schemas/Error' '502': description: A pinned `hf://` source could not be checked. Retry later. content: application/json: schema: $ref: '#/components/schemas/Error' '503': description: >- `unavailable`: storage could not be read or written. Retrying is safe. content: application/json: schema: $ref: '#/components/schemas/Error' components: parameters: ProjectProjId: name: proj_id in: path required: true description: The project's ID, a UUID. It is not the model's ID. schema: type: string format: uuid ProjectFullSetDigest: name: set in: path required: true description: >- The full set digest, `sha256:<64 hex>` or the 64 hex characters. A tag or prefix is not accepted. schema: type: string schemas: ProjectWeightSetPutRequest: type: object required: - manifest properties: manifest: type: object required: - version - files description: A version-2 weights manifest. properties: version: type: integer enum: - 2 files: type: array items: $ref: '#/components/schemas/ProjectWeightFile' ProjectWeightSet: type: object required: - set_digest - file_count - total_size - tags - created_at properties: set_digest: type: string description: '`sha256:<64 hex>`.' file_count: type: integer total_size: type: integer format: int64 description: Bytes. tags: type: array items: type: string description: >- The tags that name this set, then the releases whose bundle is the set, in semver order. created_at: type: string format: date-time files: type: array items: $ref: '#/components/schemas/ProjectWeightFile' description: Detail and put responses only. Error: type: object required: - error properties: error: type: string description: >- A stable error code (for example `not_found`) on newer routes, or a sentence on older ones. When `message` is present, branch on `error`. message: type: string description: >- A human-readable explanation. Do not parse it; its wording may change. resource: type: string description: The type of the resource a `not_found` refers to. reason: type: string description: >- A more specific cause for `failed_precondition`, `aborted`, and some `invalid_request` errors. ProjectWeightFile: type: object required: - path - size - sha256 properties: path: type: string description: Relative path in the bundle. size: type: integer format: int64 description: Bytes. sha256: type: string description: The file's SHA-256, as 64 hex characters. source: type: string description: An `hf://` file pinned to a commit. Omit for an uploaded file. responses: Unauthorized: description: The credential is missing, invalid, or expired. content: application/json: schema: $ref: '#/components/schemas/Error' securitySchemes: apiKey: type: http scheme: bearer description: >- A Reactor API key (`rk_...`), sent as `Authorization: Bearer rk_...`. Keep it on a server. ```` This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.