M³Builder introduces a novel multi-agent system that automates the creation of machine learning models for medical imaging without requiring pre-built tools.

• Employs four specialized agents that collaborate to handle the entire ML workflow from data preparation to model deployment
• Autonomously adapts to different medical imaging modalities and anatomical regions
• Demonstrates the capability to train specialized models for medical applications without human intervention
• Creates a more efficient pathway for developing AI solutions in healthcare settings

This research significantly reduces the technical barriers for implementing AI in healthcare by automating complex ML workflows, potentially accelerating medical AI adoption across various clinical applications.

M³Builder: A Multi-Agent System for Automated Machine Learning in Medical Imaging