Cardio-AI Assistant has evolved into a sophisticated "Visual AI Reasoning" engine that uses Llama 4 Scout to interpret heart sound spectrograms. Recent updates introduced multimodal features like gTTS-powered voice reports and high-resolution visualizations tuned for low-frequency diagnostic accuracy. The interface has transitioned into a clinical-grade dashboard with a modular three-panel design to streamline the medical screening workflow. Additionally, the project is now fully containerized via Docker, making the system highly scalable and ready for seamless cross-platform deployment.
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