add aoti for speed up + mention in description

app.py

@@ -291,6 +291,7 @@ with gr.Blocks(title="LTX-2.3 Water Simulation") as demo:
         "Using [LTX 2.3 Distilled](https://huggingface.co/Lightricks/LTX-2.3) with the "
         "[Water Simulation IC-LoRA](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Water-Simulation)."
     )
+    gr.Markdown("⚡ **Accelerated with [AOTI](https://huggingface.co/linoyts/LTX-2.3-Native-Transformer-GroupA-sm120-cu130-r20)** — precompiled transformer for faster inference.")
     with gr.Row():
         with gr.Column():
             video_in = gr.Video(label="Dry input video")