text-to-image

FLUX.2 [pro] Edit

FLUX.2 [pro] Edit delivers production-grade image-to-image editing from Black Forest Labs—apply natural-language instructions and exact hex color control for consistent, studio-quality results. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

Use one of our client libraries to get started quickly.

FLUX.2 [pro] Edit

FLUX.2 [pro] Edit delivers production-grade image-to-image editing from Black Forest Labs—apply natural-language instructions and exact hex color control for consistent, studio-quality results. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

Image output~Variable, depending on taskfrom $0.07/run

1. Calling the API

Submit a request

Send a POST request to start generation. The API returns immediately with a prediction ID for polling.

curl -X POST "https://api.vibedream.ai/api/v1/models/flux-2-pro-edit/generate" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $VIBEDREAM_API_KEY" \
  -d '{
    "prompt": "A beautiful sunset over mountains with golden light",
    "images": [
        "https://example.com/image1.jpg"
    ],
    "size": "small",
    "seed": 0,
    "enable_sync_mode": false,
    "enable_base64_output": false,
    "enable_safety_checker": false
}'

2. Authentication

The API uses an API Key for authentication.

Get your API Key

Get your API key from vibedream.ai/models/api-keys.

Environment variable

export VIBEDREAM_API_KEY="your-api-key"

3. Queue & Results

Generation requests are queued and processed asynchronously. Poll the prediction endpoint until status is completed or failed.

Submit request

curl -X POST "https://api.vibedream.ai/api/v1/models/flux-2-pro-edit/generate" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $VIBEDREAM_API_KEY" \
  -d '{
    "prompt": "A beautiful sunset over mountains with golden light",
    "images": [
        "https://example.com/image1.jpg"
    ],
    "size": "small",
    "seed": 0,
    "enable_sync_mode": false,
    "enable_base64_output": false,
    "enable_safety_checker": false
}'

Response

Returns immediately with a prediction ID. Use id to poll for results.

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "status": "processing",
  "statusUrl": "https://api.vibedream.ai/api/v1/predictions/550e8400-e29b-41d4-a716-446655440000",
  "estimatedTime": "Variable, depending on task",
  "costCents": 7,
  "createdAt": "2025-01-15T12:00:00.000Z"
}

Get the result

Polling

# Replace YOUR_PREDICTION_ID with the id from the submit response
curl "https://api.vibedream.ai/api/v1/predictions/YOUR_PREDICTION_ID" \
  -H "Authorization: Bearer $VIBEDREAM_API_KEY"

# Poll every 1-2s until status is "completed" or "failed"

Completed response

outputs is string[] — an array of direct download URLs hosted on assets.vibedream.ai.

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "modelId": "flux-2-pro-edit",
  "modelName": "FLUX.2 [pro] Edit",
  "status": "completed",
  "outputs": [
    "https://assets.vibedream.ai/outputs/550e8400-e29b-41d4-a716-446655440000/1736942400000-0.png"
  ],
  "error": null,
  "createdAt": "2025-01-15T12:00:00.000Z",
  "completedAt": "2025-01-15T12:00:30.000Z"
}

Failed response

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "modelId": "flux-2-pro-edit",
  "modelName": "FLUX.2 [pro] Edit",
  "status": "failed",
  "outputs": null,
  "error": "Your request was flagged by content moderation. Please modify your prompt.",
  "createdAt": "2025-01-15T12:00:00.000Z",
  "completedAt": "2025-01-15T12:00:05.000Z"
}
FieldTypeDescription
idstringUnique prediction ID (UUID).
modelIdstringID of the model used for generation.
modelNamestringHuman-readable model name.
statusstringCurrent status. One of: processing, completed, failed.
outputsstring[] | nullArray of output URLs. Each URL is a direct download link to the generated file on assets.vibedream.ai. null when still processing or failed.
errorstring | nullError message if the generation failed. null on success.
createdAtstringISO 8601 timestamp when the request was submitted.
completedAtstring | nullISO 8601 timestamp when generation finished. null while processing.

4. Schema

Input

ParameterTypeRequiredDefaultRangeDescription
promptstringYes----Detailed instructions on how to edit the image.
imagesstring | string[]Yes----Upload the image(s) to be edited. You can drag and drop a file or click to upload.Pass a single image URL (string) or multiple image URLs (string[]). Accepted formats: JPEG, PNG, GIF, WebP.
sizestringNo--small, medium, largeSelect the desired output size for the edited image.
seednumberNo---- – 10000 (step 1)Set a seed for the random number generator to ensure reproducibility.
enable_sync_modebooleanNo----If set to true, the function will wait for the result to be generated and uploaded before returning the response.
enable_base64_outputbooleanNo----If enabled, the output will be encoded into a BASE64 string instead of a URL.
enable_safety_checkerbooleanNo----Enable additional checks to ensure content safety and compliance.

Example request

{
    "prompt": "A beautiful sunset over mountains with golden light",
    "images": [
        "https://example.com/image1.jpg"
    ],
    "size": "small",
    "seed": 0,
    "enable_sync_mode": false,
    "enable_base64_output": false,
    "enable_safety_checker": false
}

Output

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "modelId": "flux-2-pro-edit",
  "modelName": "FLUX.2 [pro] Edit",
  "status": "completed",
  "outputs": [
    "https://assets.vibedream.ai/outputs/550e8400-e29b-41d4-a716-446655440000/1736942400000-0.png"
  ],
  "error": null,
  "createdAt": "2025-01-15T12:00:00.000Z",
  "completedAt": "2025-01-15T12:00:30.000Z"
}