Front-End Ethics for Sensor-Fused Health Conversational Agents: An Ethical Design Space for Biometrics

Researchers propose an ethical framework for sensor-fused health AI agents that combine biometric data with large language models. The paper identifies critical risks at the user-facing layer where sensor data is translated into health guidance, arguing that the perceived objectivity of biometrics can mask AI errors and turn them into harmful medical directives.