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README.md

@@ -22,7 +22,7 @@ library_name: diffusers
 
 # Qwen-Image-Edit-2511-Multiple-Angles-LoRA
 
-> **The first multi-angle camera control LoRA for Qwen-Image-Edit-2511**
+> **The most powerful multi-angle camera control LoRA for Qwen-Image-Edit-2511**
 >
 > 96 camera positions • Trained on 3000+ Gaussian Splatting renders • Built with [fal.ai](https://fal.ai)
 
@@ -328,60 +328,6 @@ While Qwen-Image-Edit-2511 has built-in viewpoint capabilities, this LoRA provid
 
 ---
 
-## Code Examples
-
-### Python with Diffusers
-
-```python
-import torch
-from PIL import Image
-from diffusers import QwenImageEditPlusPipeline
-
-# Load base model
-pipeline = QwenImageEditPlusPipeline.from_pretrained(
-    "Qwen/Qwen-Image-Edit-2511", 
-    torch_dtype=torch.bfloat16
-)
-pipeline.to('cuda')
-
-# Load Multi-Angles LoRA
-pipeline.load_lora_weights("fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA")
-
-# Generate
-image = Image.open("input.png")
-prompt = "<sks> front-right quarter view low-angle shot close-up"
-
-output = pipeline(
-    image=image,
-    prompt=prompt,
-    generator=torch.manual_seed(0),
-    true_cfg_scale=4.0,
-    num_inference_steps=40,
-    guidance_scale=1.0,
-)
-
-output.images[0].save("output.png")
-```
-
-### Python with fal.ai
-
-```python
-import fal_client
-
-result = fal_client.subscribe(
-    "fal-ai/qwen-image-edit",
-    arguments={
-        "image_url": "https://your-image-url.jpg",
-        "prompt": "<sks> back view high-angle shot wide shot",
-        "lora_path": "fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA",
-        "lora_scale": 0.9,
-    },
-)
-print(result["images"][0]["url"])
-```
-
----
-
 ## Training Details
 
 | Parameter | Value |
@@ -391,7 +337,7 @@ print(result["images"][0]["url"])
 | **Training Data** | 3000+ Gaussian Splatting renders |
 | **Camera Poses** | 96 unique positions (4×8×3) |
 | **Data Source** | Synthetic 3D renders with precise camera control |
-| **Dataset & Training** | Created by [@lovis93](https://huggingface.co/lovis93) ([@odinlovis](https://x.com/odinlovis)) |
+| **Dataset & Training** | Built by Lovis Odin at fal |
 
 ---
 
@@ -415,9 +361,9 @@ print(result["images"][0]["url"])
 
 ## Author
 
-Created by **Lovis Odin** — [@lovis93](https://huggingface.co/lovis93) • [@odinlovis](https://x.com/odinlovis)
+Built by **Lovis Odin** ([@lovis93](https://huggingface.co/lovis93) • [@odinlovis](https://x.com/odinlovis)) at [fal](https://fal.ai)
 
-Dataset created and model trained using [fal.ai Qwen Image Edit 2511 Trainer](https://fal.ai/models/fal-ai/qwen-image-edit-2511-trainer)
+Trained using [fal Qwen Image Edit 2511 Trainer](https://fal.ai/models/fal-ai/qwen-image-edit-2511-trainer)
 
 ---