Update README.md

README.md

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-Edit this `README.md` markdown file to author your organization card.
+<div align="center">
+<a href="https://mini-swe-agent.com/latest/"><img src="https://raw.githubusercontent.com/live-swe-agent/live-swe-agent.github.io/refs/heads/main/img/livesweagent.png" alt="mini-swe-agent banner" style="height: 8em"/></a>
+</div>
+
+# Live-SWE-agent: live, self-evolving software agent
+
+<p align="center">
+    <a href="https://live-swe-agent.github.io/"><img src="https://img.shields.io/badge/%F0%9F%8F%86-leaderboard-8A2BE2?style=for-the-badge"></a>
+    <a href="https://arxiv.org/abs/2511.13646"><img src="https://img.shields.io/badge/📃-Arxiv-a8324c.svg?style=for-the-badge"></a>
+</p>
+
+Live-SWE-agent is the **first *live*, runtime self-evolving software engineering agent** that expands and revises its own capabilities *on the fly* while working on a real-world issue. 
+Our key insight is that **software agents are themselves software systems**, and modern LLM-based agents already possess the intrinsic capability to extend or modify their own behavior at runtime.