The invention describes a computer system designed to help people improve their fitness. It receives biological data, specifically body movement or temperature, and uses a machine learning model to understand a person's current fitness level. Based on this assessment, the system then generates personalized recommendations to guide the user towards their desired fitness state.
Why it matters: The underlying technologies for machine learning and sensor data collection were already well-established by 2024. In the short two-year gap, no specific enabling technological shift has occurred that fundamentally alters the challenges of building a robust fitness state model and recommendation system.
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