Document Diffusers format and add usage snippet

README.md

@@ -1,5 +1,5 @@
 ---
-license: cc-by-nc-4.0
+license: apache-2.0
 language:
 - en
 pipeline_tag: text-to-image
@@ -23,7 +23,7 @@ tags:
 <p><i>A cinematic fine-tune of Z-Image Base — tuned for presentation-ready output.</i></p>
 
 <p>
-  <a href="https://www.rundiffusion.com/juggernaut-z?utm_source=huggingface&utm_medium=model_card&utm_campaign=juggernaut_z_v1&utm_content=cta_primary"><img alt="Try Juggernaut Z" src="https://img.shields.io/badge/%E2%96%B6%20Try%20Juggernaut%20Z-7C3AED?style=for-the-badge&labelColor=7C3AED"></a>&nbsp;<a href="https://www.rundiffusion.com/juggernaut-z-prompt-guide?utm_source=huggingface&utm_medium=model_card&utm_campaign=juggernaut_z_v1&utm_content=prompt_guide_badge"><img alt="Prompt Guide" src="https://img.shields.io/badge/Prompt%20Guide-1f1f23?style=for-the-badge"></a>&nbsp;<a href="https://huggingface.co/Tongyi-MAI/Z-Image"><img alt="Base Model: Z-Image" src="https://img.shields.io/badge/%F0%9F%A4%97%20Base%20Model-Z--Image-FFD21E?style=for-the-badge&labelColor=1f1f23"></a>&nbsp;<img alt="License: CC BY-NC 4.0" src="https://img.shields.io/badge/License-CC%20BY--NC%204.0-2ea44f?style=for-the-badge">
+  <a href="https://www.rundiffusion.com/juggernaut-z?utm_source=huggingface&utm_medium=model_card&utm_campaign=juggernaut_z_v1&utm_content=cta_primary"><img alt="Try Juggernaut Z" src="https://img.shields.io/badge/%E2%96%B6%20Try%20Juggernaut%20Z-7C3AED?style=for-the-badge&labelColor=7C3AED"></a>&nbsp;<a href="https://www.rundiffusion.com/juggernaut-z-prompt-guide?utm_source=huggingface&utm_medium=model_card&utm_campaign=juggernaut_z_v1&utm_content=prompt_guide_badge"><img alt="Prompt Guide" src="https://img.shields.io/badge/Prompt%20Guide-1f1f23?style=for-the-badge"></a>&nbsp;<a href="https://huggingface.co/Tongyi-MAI/Z-Image"><img alt="Base Model: Z-Image" src="https://img.shields.io/badge/%F0%9F%A4%97%20Base%20Model-Z--Image-FFD21E?style=for-the-badge&labelColor=1f1f23"></a>&nbsp;<img alt="License: Apache 2.0" src="https://img.shields.io/badge/License-Apache%202.0-2ea44f?style=for-the-badge">
 </p>
 
 </div>
@@ -131,8 +131,33 @@ Cleaner structural lines and more coherent material rendering.
 | `Juggernaut_Z_V1_by_RunDiffusion_q5_k_s-005.gguf` | GGUF · q5_k_s | |
 | `Juggernaut_Z_V1_by_RunDiffusion_q4_k_m-002.gguf` | GGUF · q4_k_m | |
 | `Juggernaut_Z_V1_by_RunDiffusion_q4_k_s-001.gguf` | GGUF · q4_k_s | Smallest footprint |
+| `diffusers/` (subfolder) | 🤗 Diffusers format | Load with `DiffusionPipeline.from_pretrained(..., subfolder="diffusers")` |
 
-Use the `.safetensors` variants with the workflow that matches your local inference stack. Use the `.gguf` variants with a GGUF-compatible runtime.
+Use the `.safetensors` variants with the workflow that matches your local inference stack. Use the `.gguf` variants with a GGUF-compatible runtime. Use the `diffusers/` subfolder with the 🤗 Diffusers library — see below.
+
+## Use with 🤗 Diffusers
+
+The `diffusers/` subfolder contains the model in standard 🤗 Diffusers format (`ZImagePipeline`) and can be loaded directly:
+
+```python
+from diffusers import DiffusionPipeline
+import torch
+
+pipe = DiffusionPipeline.from_pretrained(
+    "RunDiffusion/Juggernaut-Z-Image",
+    subfolder="diffusers",
+    torch_dtype=torch.bfloat16,
+).to("cuda")
+
+image = pipe(
+    "a cinematic portrait, dramatic lighting",
+    guidance_scale=6.0,
+    num_inference_steps=35,
+).images[0]
+image.save("output.png")
+```
+
+Requires a version of `diffusers` that includes `ZImagePipeline` support (the format was exported against `diffusers` 0.37.1).
 
 ## Links
 
@@ -144,13 +169,6 @@ Use the `.safetensors` variants with the workflow that matches your local infere
 
 Juggernaut Z is built on Z-Image Base — credit for the upstream base model belongs to the Z-Image team. This fine-tuned release is by **Team Juggernaut**, with training by **KandooAI**, published by **RunDiffusion**.
 
-## License & Commercial Use
-
-Juggernaut Z is released under **[CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)**:
-
-- **BY** — attribute RunDiffusion / Team Juggernaut / KandooAI when sharing output.
-- **NC** — **non-commercial use only**. You may not use the model — or its outputs in a workflow — for commercial purposes without a license.
-
-You are free to fine-tune, merge, build LoRAs, and otherwise modify the model for non-commercial purposes.
+## License
 
-**For commercial licensing**, custom models, business inquiries, or consultation, contact **[juggernaut@rundiffusion.com](mailto:juggernaut@rundiffusion.com)**.
+Released under the **Apache 2.0** license.