Update README.md

README.md

@@ -1,5 +1,5 @@
 ---
-title: Gradio Server Test
+title: Fast Image Studio
 emoji: 🚀
 colorFrom: pink
 colorTo: blue
@@ -8,7 +8,32 @@ sdk_version: 6.13.0
 app_file: app.py
 pinned: false
 license: mit
-short_description: gradio server testing
+short_description: fast image editing using FireRed Image Edit and gr.Server
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Studio 01 — Image Edit
+
+A custom-frontend image editing demo powered by [FireRed-Image-Edit 1.1](https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.1) and [`gr.Server`](https://www.gradio.app/main/docs/gradio/server) on free ZeroGPU.
+
+The Python backend exposes a single queued endpoint (`/edit_image`) and serves a hand-authored HTML/CSS/JS page at `/`. The same endpoint is also reachable via `gradio_client` and as an MCP tool.
+
+## Files
+
+- `app.py` — `gr.Server` backend with a single `@server.api` route and a homepage route.
+- `index.html` — custom frontend, calls the backend through `@gradio/client`.
+- `qwenimage/` — pipeline modules (copy from the upstream FireRed-Image-Edit-1.0-Fast Space).
+- `requirements.txt` — Python deps.
+
+## Calling from Python
+
+```python
+from gradio_client import Client, handle_file
+
+client = Client("ysharma/firered-server-studio")  # your Space ID
+result = client.predict(
+    image=handle_file("photo.jpg"),
+    prompt="Convert it to black and white with subtle film grain.",
+    api_name="/edit_image",
+)
+print(result["image"]["url"], result["seed"])
+```