How AI and Hardware Can Transform Point-of-Care Workflows

Learn how artificial intelligence and specialized hardware can revolutionize medical point-of-care workflows in this 13-minute conference talk from DEF CON 33. Discover how the bio-medical industry's massive data streams from vital signs, imaging, and clinical notes can be enhanced through specialized large language models to significantly boost productivity. Explore a layered technology approach featuring a hardware layer with a customized CM5 board, RP2040 co-processor, and sunlight-readable E-ink display that runs LLMs entirely on-device alongside transcription and text-to-speech models. Understand how the software layer's "MCP Hub" transforms plain-language requests like "track heart rate every five minutes" into reliable data logs that function even without Wi-Fi connectivity, and see how AI-assisted coding enables any sensor to become operational within just 5 minutes.