RLM

Recursive Language Model endpoints.

Create an RLM response

post

OpenAI Responses-style endpoint for Recursive Language Model execution. Accepts a strict subset of the Responses request shape and proxies to the internal RLM backend.

Authorizations

ApiKeyAuth

AuthorizationstringRequired

API key in Authorization header using Bearer .

Body

application/json

Strict OpenAI Responses-style request supported by the RLM gateway endpoint.

modelstringRequired

Model slug to run through the RLM backend.

inputany ofRequired

String input or a text-only array of Responses message items.

stringOptional

or

RLMResponsesInputMessage[]Optional

instructionsany ofOptional

Optional top-level instructions mapped to the backend root prompt.

stringOptional

or

nullOptional

reasoningany ofOptional

Optional reasoning controls.

nullOptional

metadataany ofOptional

Optional metadata echoed in the gateway response.

or

nullOptional

storeany ofOptional

Must be false or omitted. Stateful Responses storage is not supported.

booleanOptional

or

nullOptional

streamany ofOptional

Must be false or omitted. Streaming is not supported for this route.

booleanOptional

or

nullOptional

rlmany ofOptional

RLM-specific execution controls.

nullOptional

Responses

200

Successful Response

application/json

idstringRequired

objectconst: responseOptionalDefault: response

created_atintegerRequired

statusconst: completedOptionalDefault: completed

modelstringRequired

storebooleanOptionalDefault: false

output_textstringRequired

usageany ofOptional

or

nullOptional

400

Bad Request

application/json

401

Unauthorized

application/json

403

Forbidden

application/json

404

Not Found

application/json

409

Conflict

application/json

429

Too Many Requests

application/json

500

Internal Server Error

application/json

501

Not Implemented

application/json

503

Upstream Unavailable

application/json

post

/v1/rlm/responses

HTTPcURLJavaScriptPython

POST /v1/rlm/responses HTTP/1.1
Host: platform.maniac.ai
Authorization: Bearer YOUR_SECRET_TOKEN
Content-Type: application/json
Accept: */*
Content-Length: 238

{
  "input": "Summarize this document.",
  "instructions": "Be concise and factual.",
  "metadata": {
    "source": "dashboard"
  },
  "model": "openai/gpt-4o",
  "reasoning": {
    "effort": "medium"
  },
  "rlm": {
    "max_depth": 2,
    "max_iterations": 30
  },
  "store": false,
  "stream": false
}

{
  "created_at": 1710000000,
  "id": "resp_123",
  "metadata": {
    "source": "dashboard"
  },
  "model": "openai/gpt-4o",
  "object": "response",
  "output": [
    {
      "content": [
        {
          "annotations": [],
          "text": "Summary goes here.",
          "type": "output_text"
        }
      ],
      "id": "msg_123",
      "role": "assistant",
      "status": "completed",
      "type": "message"
    }
  ],
  "output_text": "Summary goes here.",
  "status": "completed",
  "store": false,
  "usage": {
    "input_tokens": 120,
    "output_tokens": 30,
    "total_tokens": 150
  }
}