microsoft/RD-Agent ? reverse-engineered prompt

Build me an AI agent app for research and development work, especially the kind of data science and machine learning tasks people do in competitions or experiments. I want it to help plan the work, try ideas, run through loops of research and implementation, and show me what it is doing along the way so I can follow the reasoning and results.

It should have a simple web interface where I can launch a run, watch progress in real time, and review traces or logs after it finishes. Make it flexible enough to work with different model providers, and let me switch backends without much hassle. If there are useful current docs or best practices for the tools involved, look them up online and use them. Keep the experience polished, practical, and focused on helping someone go from a task idea to a working result with minimal setup.