change emoji, add intro, add assets folder

README.md

@@ -1,6 +1,6 @@
 ---
 title: RFdiffusion3
-emoji: 🌖
+emoji: 👩‍🔬
 colorFrom: yellow
 colorTo: blue
 sdk: gradio

app.py

@@ -18,8 +18,12 @@ download_weights()
     
 # Gradio UI
 with gr.Blocks(title="RFD3 Test") as demo:
-    gr.Markdown("# RFdiffusion3 (RFD3) for Backbone generation")
-    gr.Markdown("Models auto-downloaded on launch. Click to test.")
+    gr.Markdown("# RFdiffusion3 for Backbone generation 🧬 ")
+    gr.Markdown("When the Baker lab released the first version of [RFdiffusion](https://www.nature.com/articles/s41586-023-06415-8), they opened up new avenues for protein design." \
+    "The model was based on the previous structure prediction architectures, yet employing the diffusion framework typical of image generation models. " \
+    "It showed impressive results in generating protein backbones for motif scaffolding and binder design.")
+    gr.Markdown("Now in its third version, [RFD3](https://pubmed.ncbi.nlm.nih.gov/41000976/) can create binders for an extended set of targets, from DNA/RNA to small molecules, and allows advanced conditiong."
+                "This space allows you to run backbone generation jobs using Hugging Face's hardware and download the results!")
 
     
     test_btn = gr.Button("Run RFD3 Test")