How can i use parallelization or what can i do to make async run?

response = client.chat.completions.create(
      model="gpt-4o",
      seed=12364,
      messages=[
        {
          "role": "system",
          "content": [
            {
              "type": "text",
              "text": "Run the steps."
            }
          ]
        },
        {
          "role": "user",
          "content": [
            {
              "type": "text",
              "text": "Step 1: What is the posibility of a child of a white cat's being black?\nStep 2: What is the possibility of a child of a black rabbit's being white? "
            },
             {
                 "type": "image_url",
              "image_url": {
                "url":  images[0],
                "detail": "high"
                }
             },
             {
              "type": "image_url",
              "image_url": {
                "url":  images[1],
                "detail": "high"
                },
            }
          ]
        }])

How can i make this run async each steps same time. Each image same time plus how can i make this more fast. And one more question. I am cropping a big size image to two parts to make the ai see more clear (ig) is that really affects to the ai performance? Plus there is a grid image 4x4 can AI missposition this grid? How can i lead it?

Hi @fradai

Do you mean you want to have the model respond to both messages and use both image contexts in one API call?