Update README.md

README.md

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 ## Download FP8 
 
-- `FireRed-Image-Edit-1.0 @ FP8` - [Download](https://huggingface.co/prithivMLmods/FireRed-Image-Edit-1.0-FP8/resolve/main/FP8_E4M3FN/FireRed-Image-Edit-1.0-FP8-E4M3FN.safetensors?download=true)
+- `FireRed-Image-Edit-1.0 @ FP8` - [Download](https://huggingface.co/prithivMLmods/FireRed-Image-Edit-1.0-FP8/resolve/main/FP8_E4M3FN/FireRed-Image-Edit-1.0-FP8-E4M3FN.safetensors?download=true)
+
+## Quick Start with Diffusers 🧨
+
+### Install the required packages
+
+```py
+transformers # - transformers@v4.57.6
+torch        # - torch@v2.9.1+cu128
+diffusers    # - diffusers@v0.37.0.dev0
+accelerate   # - accelerate@v1.12.0
+```
+
+## FireRed-Image-Edit-1.0-FP8 [Demo]
+
+```py
+import torch
+from diffusers import QwenImageEditPipeline  # or your compatible pipeline
+
+model_path = "./FireRed-Image-Edit-1.0-FP8"
+
+pipe = QwenImageEditPipeline.from_pretrained(
+    model_path,
+    torch_dtype=torch.bfloat16
+)
+
+pipe.to("cuda")
+
+# Example usage
+# outputs = pipe(image=input_image, prompt="Your edit prompt")
+```