> ## Documentation Index
> Fetch the complete documentation index at: https://phidatainc.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Image To Image Transformation

> Demonstrates collaborative style planning and image transformation.

```python image_to_image_transformation.py theme={null}
"""
Image To Image Transformation
=============================

Demonstrates collaborative style planning and image transformation.
"""

from agno.agent import Agent
from agno.models.openai import OpenAIResponses
from agno.team import Team
from agno.tools.fal import FalTools

# ---------------------------------------------------------------------------
# Create Members
# ---------------------------------------------------------------------------
style_advisor = Agent(
    name="Style Advisor",
    role="Analyze and recommend artistic styles and transformations",
    model=OpenAIResponses(id="gpt-5.2"),
    instructions=[
        "Analyze the input image and transformation request",
        "Provide style recommendations and enhancement suggestions",
        "Consider artistic elements like composition, lighting, and mood",
    ],
)

image_transformer = Agent(
    name="Image Transformer",
    role="Transform images using AI tools",
    model=OpenAIResponses(id="gpt-5.2"),
    tools=[FalTools()],
    instructions=[
        "Use the `image_to_image` tool to generate transformed images",
        "Apply the recommended styles and transformations",
        "Return the image URL as provided without markdown conversion",
    ],
)

# ---------------------------------------------------------------------------
# Create Team
# ---------------------------------------------------------------------------
transformation_team = Team(
    name="Image Transformation Team",
    model=OpenAIResponses(id="gpt-5.2"),
    members=[style_advisor, image_transformer],
    instructions=[
        "Transform images with artistic style and precision.",
        "Style Advisor: First analyze transformation requirements and recommend styles.",
        "Image Transformer: Apply transformations using AI tools with style guidance.",
    ],
    markdown=True,
)

# ---------------------------------------------------------------------------
# Run Team
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    transformation_team.print_response(
        "a cat dressed as a wizard with a background of a mystic forest. Make it look like 'https://fal.media/files/koala/Chls9L2ZnvuipUTEwlnJC.png'",
        stream=True,
    )
```

## Run the Example

<Steps>
  <Snippet file="create-venv-step.mdx" />

  <Step title="Install dependencies">
    ```bash theme={null}
    uv pip install -U agno fal-client openai
    ```
  </Step>

  <Step title="Export your API keys">
    <CodeGroup>
      ```bash Mac/Linux theme={null}
      export FAL_API_KEY="your_fal_api_key_here"
      export OPENAI_API_KEY="your_openai_api_key_here"
      ```

      ```bash Windows theme={null}
      $Env:FAL_API_KEY="your_fal_api_key_here"
      $Env:OPENAI_API_KEY="your_openai_api_key_here"
      ```
    </CodeGroup>
  </Step>

  <Step title="Run the example">
    Save the code above as `image_to_image_transformation.py`, then run:

    ```bash theme={null}
    python image_to_image_transformation.py
    ```
  </Step>
</Steps>

Full source: [cookbook/03\_teams/19\_multimodal/image\_to\_image\_transformation.py](https://github.com/agno-agi/agno/blob/main/cookbook/03_teams/19_multimodal/image_to_image_transformation.py)