Open Research Lab

MadGAA
Lab

MadGAA-LAB is an open research lab building multi-agent simulation and evaluation tools for healthcare AI. Our code, benchmarks, and findings are public — and anyone can contribute.

Multi-Agent AI Digital Twin LoRA Fine-Tuning Medical Dialogue FHIR Interoperability RAG Systems Adversarial Simulation LLM-as-Judge Multi-Agent AI Digital Twin LoRA Fine-Tuning Medical Dialogue FHIR Interoperability RAG Systems Adversarial Simulation LLM-as-Judge

Open by default

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Open code

Our simulation frameworks, agents, and evaluators are released on GitHub under permissive licenses, so others can reproduce and extend them.

Open benchmarks

Evaluation scenarios, scoring rubrics, and public leaderboards let anyone compare medical AI agents on the same footing.

Open collaboration

Clinicians, researchers, engineers, and students work together across institutions. New contributors are welcome at any level.

Join the lab

Contribute on GitHub

Browse our repositories, open an issue, or send a pull request. Issues labeled “good first issue” are a good place to start.

Collaborate on research

Have a clinical question, dataset, or evaluation idea? We are open to joint studies, student projects, and co-authored papers.