> ## Documentation Index > Fetch the complete documentation index at: https://docs.labelbox.com/llms.txt > Use this file to discover all available pages before exploring further. # Set a session's budget > Sets a root session tree's budget and returns it. The budget must be more than the tree has already spent and no more than the agent's multiagent.limits.max_tree_cost_usd; a budget that reached that cap cannot be raised, and a thread or grader returns 400 naming its root. Work paused at the old budget continues as soon as the budget is saved: the service sends the root a short message saying the budget changed, through the same admission as any message, so a tenant that is out of credit returns 403 session_start_not_admitted and the work stays paused under its new budget; repeating the request once the refusal is resolved continues it. Once the message is delivered, repeating the request sends nothing, so a retry never starts another turn. A finished tree is not restarted, and a session bound to a Slack thread (continuesOnRaise false) continues on its next reply there. Returns 400 where session budgets are not available to the caller. ## OpenAPI ````yaml /recursion/openapi.yaml put /managed-agents/v1/sessions/{sessionId}/budget openapi: 3.1.0 info: title: Managed Agents API version: 0.14.0 description: >- The Recursion Managed Agents REST API. Authenticate with a Recursion API key as a bearer token. An organization-scoped key acts in its own organization and needs nothing else; a tenant-scoped key must also send `x-organization-id` with an organization id or `default`. Field names follow each operation's published schema. servers: - url: https://api.recursion.labelbox.com security: - bearerAuth: [] paths: /managed-agents/v1/sessions/{sessionId}/budget: put: tags: - Sessions summary: Set a session's budget description: >- Sets a root session tree's budget and returns it. The budget must be more than the tree has already spent and no more than the agent's multiagent.limits.max_tree_cost_usd; a budget that reached that cap cannot be raised, and a thread or grader returns 400 naming its root. Work paused at the old budget continues as soon as the budget is saved: the service sends the root a short message saying the budget changed, through the same admission as any message, so a tenant that is out of credit returns 403 session_start_not_admitted and the work stays paused under its new budget; repeating the request once the refusal is resolved continues it. Once the message is delivered, repeating the request sends nothing, so a retry never starts another turn. A finished tree is not restarted, and a session bound to a Slack thread (continuesOnRaise false) continues on its next reply there. Returns 400 where session budgets are not available to the caller. operationId: managedAgentsReplaceSessionBudget parameters: - description: >- Session id (UUID) as returned by managedAgentsStartSession or managedAgentsListSessions. in: path name: sessionId required: true schema: description: >- Session id (UUID) as returned by managedAgentsStartSession or managedAgentsListSessions. format: uuid type: string - description: >- Replay-protection key in an organization-wide namespace shared by keyed mutations. It must contain 1 to 256 visible ASCII characters and be sent as exactly one header value. Request identity is the exact HTTP method, escaped path, raw query, and raw body bytes. For the legacy automation-run route only, the historical fingerprint ignores top-level JSON formatting and object-key order and removes the retired top-level idempotency_key field. The same request replays the original successful response; any different request returns 409 idempotency_conflict, and an active matching request returns 409 idempotency_in_progress. Completed receipts are retained for approximately 24 hours, pending claims may be reclaimed after approximately 1 hour, and no deduplication is guaranteed after expiry. in: header name: Idempotency-Key schema: description: >- Replay-protection key in an organization-wide namespace shared by keyed mutations. It must contain 1 to 256 visible ASCII characters and be sent as exactly one header value. Request identity is the exact HTTP method, escaped path, raw query, and raw body bytes. For the legacy automation-run route only, the historical fingerprint ignores top-level JSON formatting and object-key order and removes the retired top-level idempotency_key field. The same request replays the original successful response; any different request returns 409 idempotency_conflict, and an active matching request returns 409 idempotency_in_progress. Completed receipts are retained for approximately 24 hours, pending claims may be reclaimed after approximately 1 hour, and no deduplication is guaranteed after expiry. maxLength: 256 minLength: 1 pattern: ^[!-~]+$ type: string - $ref: '#/components/parameters/RecursionTenantId' - $ref: '#/components/parameters/RecursionOrganizationId' requestBody: content: application/json: schema: $ref: '#/components/schemas/SessionBudget' required: true responses: '200': content: application/json: schema: $ref: '#/components/schemas/SessionBudgetStatus' description: A session tree's budget and what it has spent toward it. headers: Idempotency-Replayed: description: True when this response replays an earlier completed request. schema: type: boolean style: simple recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '400': description: Bad Request. content: application/json: schema: oneOf: - $ref: '#/components/schemas/ManagedAgentsApiErrorInvalidJson' - $ref: '#/components/schemas/ManagedAgentsApiErrorInvalidRequest' discriminator: propertyName: code mapping: invalid_json: '#/components/schemas/ManagedAgentsApiErrorInvalidJson' invalid_request: '#/components/schemas/ManagedAgentsApiErrorInvalidRequest' x-recursion-error-codes: - invalid_json - invalid_request headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '401': description: Unauthorized. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorUnauthorized' x-recursion-error-codes: - unauthorized headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '403': description: Forbidden. content: application/json: schema: oneOf: - $ref: '#/components/schemas/ManagedAgentsApiErrorForbidden' - $ref: >- #/components/schemas/ManagedAgentsApiErrorSessionStartNotAdmitted discriminator: propertyName: code mapping: forbidden: '#/components/schemas/ManagedAgentsApiErrorForbidden' session_start_not_admitted: >- #/components/schemas/ManagedAgentsApiErrorSessionStartNotAdmitted x-recursion-error-codes: - forbidden - session_start_not_admitted headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '404': description: Not Found. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorNotFound' x-recursion-error-codes: - not_found headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '409': headers: Retry-After: description: >- When present, delay in seconds or an HTTP-date after which the caller may retry; absence supplies no retry advice. schema: type: string style: simple recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' description: Conflict. content: application/json: schema: oneOf: - $ref: '#/components/schemas/ManagedAgentsApiErrorConflict' - $ref: >- #/components/schemas/ManagedAgentsApiErrorIdempotencyConflict - $ref: >- #/components/schemas/ManagedAgentsApiErrorIdempotencyInProgress discriminator: propertyName: code mapping: conflict: '#/components/schemas/ManagedAgentsApiErrorConflict' idempotency_conflict: >- #/components/schemas/ManagedAgentsApiErrorIdempotencyConflict idempotency_in_progress: >- #/components/schemas/ManagedAgentsApiErrorIdempotencyInProgress x-recursion-error-codes: - conflict - idempotency_conflict - idempotency_in_progress '413': description: Payload Too Large. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorPayloadTooLarge' x-recursion-error-codes: - payload_too_large headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '415': description: Unsupported Media Type. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorUnsupportedMediaType' x-recursion-error-codes: - unsupported_media_type headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '429': headers: Retry-After: description: When to retry, as delay seconds or an HTTP date. schema: type: string recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' description: Too Many Requests. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorRateLimitExceeded' x-recursion-error-codes: - rate_limit_exceeded '500': description: Internal Server Error. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorInternalError' x-recursion-error-codes: - internal_error headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '502': description: A dependent service returned an invalid response. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorDependencyFailure' x-recursion-error-codes: - bad_gateway headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '503': description: Service Unavailable. content: application/json: schema: oneOf: - $ref: >- #/components/schemas/ManagedAgentsApiErrorContentStoreUnconfigured - $ref: >- #/components/schemas/ManagedAgentsApiErrorIdempotencyUnavailable - $ref: >- #/components/schemas/ManagedAgentsApiErrorManagedAgentsUnavailable - $ref: '#/components/schemas/ManagedAgentsApiErrorPersistenceBusy' - $ref: >- #/components/schemas/ManagedAgentsApiErrorServiceUnavailable - $ref: >- #/components/schemas/ManagedAgentsApiErrorSessionStartAdmissionUnavailable discriminator: propertyName: code mapping: content_store_unconfigured: >- #/components/schemas/ManagedAgentsApiErrorContentStoreUnconfigured idempotency_unavailable: >- #/components/schemas/ManagedAgentsApiErrorIdempotencyUnavailable managed_agents_unavailable: >- #/components/schemas/ManagedAgentsApiErrorManagedAgentsUnavailable persistence_busy: '#/components/schemas/ManagedAgentsApiErrorPersistenceBusy' service_unavailable: >- #/components/schemas/ManagedAgentsApiErrorServiceUnavailable session_start_admission_unavailable: >- #/components/schemas/ManagedAgentsApiErrorSessionStartAdmissionUnavailable x-recursion-error-codes: - content_store_unconfigured - idempotency_unavailable - managed_agents_unavailable - persistence_busy - service_unavailable - session_start_admission_unavailable headers: recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' '504': headers: Retry-After: description: When to retry, as delay seconds or an HTTP date. schema: type: string recursion-organization-id: $ref: '#/components/headers/RecursionOrganizationId' recursion-tenant-id: $ref: '#/components/headers/RecursionTenantId' description: A dependent service timed out. content: application/json: schema: $ref: '#/components/schemas/ManagedAgentsApiErrorDependencyTimeout' x-recursion-error-codes: - gateway_timeout components: parameters: RecursionTenantId: name: x-tenant-id in: header required: false description: >- Optional tenant consistency check. When present, it must name the tenant bound to the API key, including when x-organization-id is `default`. schema: type: string minLength: 1 RecursionOrganizationId: name: x-organization-id in: header required: false description: >- Organization in which to act. Required for a tenant-scoped API key. Optional for an organization-scoped key, where it must name that same organization. The value may be an organization id or `default`. schema: type: string minLength: 1 schemas: SessionBudget: description: >- The most a session and its threads may spend, in US dollars at the billed price, counting model requests, tools and sandbox compute. On Recursion, linked outcome grading sessions count toward the writer's budget when they share that budget. Reaching it pauses the session with stop_reason budget_reached before its next paid request; raising or removing the budget continues it. properties: maxCostUsd: description: >- The budget in US dollars, as a decimal string with at most two decimals, such as "10" or "12.50". Between 0.01 and 100000. examples: - '10.00' pattern: ^(0|[1-9][0-9]{0,5})(\.[0-9]{1,2})?$ type: string required: - maxCostUsd type: object additionalProperties: false SessionBudgetStatus: description: A session tree's budget and what it has spent toward it. properties: agentCapUsd: description: >- The agent's multiagent.limits.max_tree_cost_usd, in US dollars with two decimals: the most this budget can be set to. A session whose budget reached it stays paused; start a new session, or raise the agent's cap for sessions started after. examples: - '25.00' readOnly: true type: string continuesOnRaise: description: >- Whether raising or removing the budget of a session paused at it continues the session right away. False for a session bound to a Slack thread, which continues on its next reply there. readOnly: true type: boolean maxCostUsd: description: The budget in US dollars, with two decimals. examples: - '10.00' pattern: ^(0|[1-9][0-9]{0,5})(\.[0-9]{1,2})?$ type: string spentUsd: description: >- What the session tree has spent, plus any linked outcome grading sessions charged to the same budget on Recursion, in US dollars with two decimals, at the billed price the budget is enforced at (models, tools and sandbox compute). Present on a full read of the root; absent when the spend could not be read. A session that paused at its budget can read a little past it: the request that crossed it completes. examples: - '4.20' readOnly: true type: string required: - maxCostUsd - continuesOnRaise type: object additionalProperties: false ManagedAgentsApiErrorInvalidJson: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - invalid_json message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorInvalidRequest: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - invalid_request message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorUnauthorized: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - unauthorized message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorForbidden: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - forbidden message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorSessionStartNotAdmitted: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - session_start_not_admitted message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorNotFound: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - not_found message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorConflict: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - conflict message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorIdempotencyConflict: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - idempotency_conflict message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorIdempotencyInProgress: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - idempotency_in_progress message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorPayloadTooLarge: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - payload_too_large message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorUnsupportedMediaType: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - unsupported_media_type message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorRateLimitExceeded: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - rate_limit_exceeded message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorInternalError: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - internal_error message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorDependencyFailure: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - bad_gateway message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorContentStoreUnconfigured: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - content_store_unconfigured message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorIdempotencyUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - idempotency_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorManagedAgentsUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - managed_agents_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorPersistenceBusy: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - persistence_busy message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorServiceUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - service_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorSessionStartAdmissionUnavailable: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - session_start_admission_unavailable message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorDependencyTimeout: type: object properties: code: type: string minLength: 1 description: Stable machine-readable error code. enum: - gateway_timeout message: type: string minLength: 1 description: Human-readable error message. details: $ref: '#/components/schemas/ManagedAgentsApiErrorDetails' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. required: - code - message additionalProperties: false description: Standard flat error response. ManagedAgentsApiErrorDetails: type: object properties: field: description: >- Request field or header responsible for the error, when one can be identified. type: string issues: description: >- Boundary-validation failures as path-prefixed human-readable messages. type: array items: type: string requestId: description: Request correlation identifier for support and log lookup. type: string retryable: description: >- Server advice about failure transience. `true` means transient, `false` means non-transient, and absence gives no advice. Automatic replay is allowed only when this field is not `false` and the operation-specific retry and idempotency contract permits replay. type: boolean additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' description: >- Optional structured error details. Reserved transport fields are typed; code-specific fields remain forward compatible. PlatformSafeJsonValue: description: >- A JSON value whose integer members stay within the exact ECMAScript safe-integer range at every nesting level. oneOf: - type: 'null' - type: boolean - type: string - type: integer minimum: -9007199254740991 maximum: 9007199254740991 - type: number not: type: integer - type: array items: $ref: '#/components/schemas/PlatformSafeJsonValue' - additionalProperties: $ref: '#/components/schemas/PlatformSafeJsonValue' type: object headers: RecursionOrganizationId: description: Organization id resolved for this request. schema: type: string minLength: 1 RecursionTenantId: description: Tenant id resolved for this request. schema: type: string minLength: 1 securitySchemes: bearerAuth: type: http scheme: bearer description: A Recursion API key, created in the console under API keys. ````