Update README.md

README.md

@@ -6,6 +6,61 @@ tags:
 - arxiv:2602.16855
 ---
 
+## Introduction
+<img src="https://github.com/X-PLUG/MobileAgent/blob/main/Mobile-Agent-v3.5/assets/gui_owl_15_logo.png?raw=true" width="80%"/>
+
+GUI-Owl 1.5 is the next-generation native GUI agent model family built on Qwen3-VL. It supports multi-platform GUI automation across desktops, mobile devices, browsers, and more. Powered by a scalable hybrid data flywheel, unified agent capability enhancement, and multi-platform environment RL (MRPO), GUI-Owl 1.5 offers a full spectrum of models.
+
+* **Paper**: https://arxiv.org/abs/2602.16855
+* **GitHub Repository**: https://github.com/X-PLUG/MobileAgent
+* **Online Demo**: http://modelscope.cn/studios/MobileAgentTest/computer_use
+  
+**Key highlights:**
+- 🏆 **State-of-the-art** among multi-platform GUI models on OSWorld-Verified, AndroidWorld, Mobile-World, WindowsAA, ScreenSpot-v2, ScreenSpot-Pro, and more.
+- 🔧 **Tool & MCP calling**: Native support for external tool invocation and MCP server coordination, achieving top performance on OSWorld-MCP and Mobile-World.
+- 🧠 **Long-horizon memory**: Built-in memory capability without external workflow orchestration, leading all native agent models on MemGUI-Bench.
+- 🤝 **Multi-agent ready**: Serves both as a standalone end-to-end agent and as specialized roles (planner, executor, verifier, notetaker) within the Mobile-Agent-v3.5 framework.
+- ⚡ **Instruct & Thinking variants**: Smaller instruct models for fast inference and edge deployment; larger thinking models for complex tasks requiring planning and reflection.
+
+
+## Performance
+### End-to-End Online Benchmarks
+
+| Model | OSWorld-Verified | AndroidWorld | OSWorld-MCP | Mobile-World | WindowsAA |
+|-------|:---:|:---:|:---:|:---:|:---:|
+| GUI-Owl-1.5-2B-Instruct | 43.5 | 67.9 | 33.0 | 31.3 | 25.8 |
+| GUI-Owl-1.5-4B-Instruct | 48.2 | 69.8 | 31.7 | 32.3 | 29.4 |
+| GUI-Owl-1.5-8B-Instruct | 52.3 | 69.0 | 41.8 | 41.8 | 31.7 |
+| GUI-Owl-1.5-8B-Thinking | 52.9 | **71.6** | 38.8 | 33.3 | 35.1 |
+| GUI-Owl-1.5-32B-Instruct | **56.5** | 69.4 | **47.6** | **46.8** | **44.8** |
+| GUI-Owl-1.5-32B-Thinking | 56.0 | 68.2 | 43.8 | 42.8 | 44.1 |
+
+### Grounding Benchmarks
+
+Please refer to the technical report for detailed results on ScreenSpot-v2, ScreenSpot-Pro, OSWorld-G, MMBench-GUI, and more.
+
+## Usage
+
+Please refer to our cookbook.
+
+## Deploy
+
+We recommand deploy GUI-Owl-1.5 through vllm
+
+This script has been validated on an A100 with 96 GB of VRAM.
+```bash
+PIXEL_ARGS='{"size": {"longest_edge": 3072000, "shortest_edge": 65536}}'
+IMAGE_LIMIT_ARGS='image=5'
+MP_SIZE=1
+
+vllm serve $CKPT \
+    --max-model-len 32768 \
+    --mm-processor-kwargs "$PIXEL_ARGS" \
+    --limit-mm-per-prompt "$IMAGE_LIMIT_ARGS" \
+    --tensor-parallel-size $MP_SIZE \
+    --allowed-local-media-path '/' \
+    --port 4243 \
+```
 
 ## Citation