Actual final text fix

app.py

@@ -52,8 +52,8 @@ with gr.Blocks(css=css) as demo:
     
     with gr.Column(elem_id="col-container"):
         gr.Markdown(f"""
-        # Stable Diffusion 3 Medium demo
-        Demo of [Stable Diffusion 3 Medium](https://huggingface.co/stabilityai/stable-diffusion-3-medium) - try out [Stable Assistant](https://stability.ai/stable-assistant) for chatting, [Stable Artisan](https://stability.ai/stable-artisan) for a discord bot, our API or run locally with [ComfyUI](https://github.com/comfyanonymous/ComfyUI) or [diffusers](https://github.com/huggingface/diffusers)
+        # Demo [Stable Diffusion 3 Medium](https://huggingface.co/stabilityai/stable-diffusion-3-medium)
+        Learn more about the [Stable Diffusion 3 series](https://stability.ai/news/stable-diffusion-3). Try on [Stability AI API](https://platform.stability.ai/docs/api-reference#tag/Generate/paths/~1v2beta~1stable-image~1generate~1sd3/post), [Stable Assistant](https://stability.ai/stable-assistant), or on Discord via [Stable Artisan](https://stability.ai/stable-artisan). Run locally with [ComfyUI](https://github.com/comfyanonymous/ComfyUI) or [diffusers](https://github.com/huggingface/diffusers)
         """)
         
         with gr.Row():