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docs: update README.md (#871)

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@@ -22,21 +22,6 @@
[![Documentation Status](https://readthedocs.org/projects/rdagent/badge/?version=latest)](https://rdagent.readthedocs.io/en/latest/?badge=latest)
[![Readthedocs Preview](https://github.com/microsoft/RD-Agent/actions/workflows/readthedocs-preview.yml/badge.svg)](https://github.com/microsoft/RD-Agent/actions/workflows/readthedocs-preview.yml) <!-- this badge is too long, please place it in the last one to make it pretty -->
# Data Science Agent Preview
Check out our demo video showcasing the current progress of our Data Science Agent under development:
https://github.com/user-attachments/assets/3eccbecb-34a4-4c81-bce4-d3f8862f7305
# 📰 News
| 🗞️ News | 📝 Description |
| -- | ------ |
| MLE-Bench Results Released | R&D-Agent currently leads as the [top-performing machine learning engineering agent](#-the-best-machine-learning-engineering-agent) on MLE-bench |
| Support LiteLLM Backend | We now fully support **[LiteLLM](https://github.com/BerriAI/litellm)** as a backend for integration with multiple LLM providers. |
| More General Data Science Agent | 🚀Coming soon! |
| Kaggle Scenario release | We release **[Kaggle Agent](https://rdagent.readthedocs.io/en/latest/scens/kaggle_agent.html)**, try the new features! |
| Official WeChat group release | We created a WeChat group, welcome to join! (🗪[QR Code](docs/WeChat_QR_code.jpg)) |
| Official Discord release | We launch our first chatting channel in Discord (🗪[![Chat](https://img.shields.io/badge/chat-discord-blue)](https://discord.gg/ybQ97B6Jjy)) |
| First release | **R&D-Agent** is released on GitHub |
# 🏆 The Best Machine Learning Engineering Agent!
@@ -63,6 +48,24 @@ You can inspect the detailed runs of the above results online.
More details will be added soon.
# 📰 News
| 🗞️ News | 📝 Description |
| -- | ------ |
| MLE-Bench Results Released | R&D-Agent currently leads as the [top-performing machine learning engineering agent](#-the-best-machine-learning-engineering-agent) on MLE-bench |
| Support LiteLLM Backend | We now fully support **[LiteLLM](https://github.com/BerriAI/litellm)** as a backend for integration with multiple LLM providers. |
| More General Data Science Agent | 🚀Coming soon! |
| Kaggle Scenario release | We release **[Kaggle Agent](https://rdagent.readthedocs.io/en/latest/scens/kaggle_agent.html)**, try the new features! |
| Official WeChat group release | We created a WeChat group, welcome to join! (🗪[QR Code](docs/WeChat_QR_code.jpg)) |
| Official Discord release | We launch our first chatting channel in Discord (🗪[![Chat](https://img.shields.io/badge/chat-discord-blue)](https://discord.gg/ybQ97B6Jjy)) |
| First release | **R&D-Agent** is released on GitHub |
# Data Science Agent Preview
Check out our demo video showcasing the current progress of our Data Science Agent under development:
https://github.com/user-attachments/assets/3eccbecb-34a4-4c81-bce4-d3f8862f7305
# 🌟 Introduction
<div align="center">
<img src="docs/_static/scen.png" alt="Our focused scenario" style="width:80%; ">