A new study highlights the limitations of existing medical AI tools, which often fail in real clinical settings, leading to unsafe decisions. The proposed GRPO-based reinforcement learning framework aims to enhance tool synergy and reliability by addressing instance-level tool failures, showing promising results in improving medical AI performance.