Clean up for public release

- Remove next-scene LoRA references (no longer used)
- Update title and description to reflect current functionality
- Fix docstring examples to reference Qwen-Image-Edit-2511
- Remove stale model references that triggered auto-linking

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

README.md

@@ -1,6 +1,6 @@
 ---
-title: Qwen Image Edit Next Scene
-emoji: 🎥
+title: Qwen Image Edit AIO Simplified
+emoji: ⚡
 colorFrom: indigo
 colorTo: blue
 sdk: gradio
@@ -8,7 +8,7 @@ sdk_version: 5.49.1
 app_file: app.py
 pinned: false
 license: apache-2.0
-short_description: Fast 4 step inference with Qwen Image Edit 2509
+short_description: Fast 4-step image editing with Qwen Image Edit 2511
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Fast image editing powered by [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) with [Phr00t's Rapid-AIO v18](https://huggingface.co/Phr00t/Qwen-Image-Edit-Rapid-AIO) accelerated transformer and AoT compilation with Flash Attention 3 for 4-step inference.

app.py

@@ -232,13 +232,13 @@ with gr.Blocks(css=css) as demo:
         gr.HTML("""
         <div id="logo-title">
             <img src="https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/qwen_image_edit_logo.png" alt="Qwen-Image Edit Logo" width="400" style="display: block; margin: 0 auto;">
-            <h2 style="font-style: italic;color: #5b47d1;margin-top: -27px !important;margin-left: 96px">Next Scene 🎬</h2>
+            <h2 style="font-style: italic;color: #5b47d1;margin-top: -27px !important;margin-left: 96px">Rapid Edit ⚡</h2>
         </div>
         """)
         gr.Markdown("""
-        This demo uses [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) with [Phr00t's Rapid-AIO v18](https://huggingface.co/Phr00t/Qwen-Image-Edit-Rapid-AIO) transformer + [lovis93/next-scene-qwen-image-lora](https://huggingface.co/lovis93/next-scene-qwen-image-lora-2509) for cinematic image sequences with natural visual progression 🎥 and [AoT compilation & FA3](https://huggingface.co/blog/zerogpu-aoti) for accelerated 4-step inference.
+        This demo uses [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) with [Phr00t's Rapid-AIO v18](https://huggingface.co/Phr00t/Qwen-Image-Edit-Rapid-AIO) accelerated transformer + [AoT compilation & FA3](https://huggingface.co/blog/zerogpu-aoti) for fast 4-step inference.
 
-        Upload an image and enter your prompt to generate the next scene. The model will use your prompt exactly as provided.
+        Upload an image and enter your prompt to edit it. The model will use your prompt exactly as provided.
         """)
         with gr.Row():
             with gr.Column():

qwenimage/pipeline_qwenimage_edit_plus.py

@@ -48,11 +48,9 @@ EXAMPLE_DOC_STRING = """
         >>> from diffusers import QwenImageEditPlusPipeline
         >>> from diffusers.utils import load_image
 
-        >>> pipe = QwenImageEditPlusPipeline.from_pretrained("Qwen/Qwen-Image-Edit-2509", torch_dtype=torch.bfloat16)
+        >>> pipe = QwenImageEditPlusPipeline.from_pretrained("Qwen/Qwen-Image-Edit-2511", torch_dtype=torch.bfloat16)
         >>> pipe.to("cuda")
-        >>> image = load_image(
-        ...     "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/yarn-art-pikachu.png"
-        ... ).convert("RGB")
+        >>> image = load_image("input.png").convert("RGB")
         >>> prompt = (
         ...     "Make Pikachu hold a sign that says 'Qwen Edit is awesome', yarn art style, detailed, vibrant colors"
         ... )