Ai-powered system for animal management and training including an animal wearable or implantable device

A wearable animal management device comprising:

• a housing configured to be affixed to or implanted into an animal;
• a processor disposed within the housing and operatively coupled to:
• a sensor suite including at least one of an audio sensor, visual sensor, motion sensor, temperature sensor, or environmental sensor;
• a stimulus mechanism configured to deliver at least one of an auditory, haptic, or electric stimulus to the animal;
• a communication module configured to wirelessly communicate with a remote server and other wearable devices;
• and
• a memory storing an artificial intelligence module executable by the processor to:
• monitor animal behavior in real time,
• analyze sensor data from two or more sensors of the sensor suite to detect patterns and, using a machine learning model, to infer a state of the animal from a combination of the two or more sensors that is not directly indicated by any single sensor and to recognize and predict an animal state or response,
• generate behavior, modifying outputs via the stimulus mechanism based at least in part on the predicted animal state or response,
• maintain and update over time an individualized behavioral profile for the animal, the individualized behavioral profile comprising a response history of the animal to prior outputs,
• adaptively modify the behavior-modifying outputs over time, based on the individualized behavioral profile and the response history, so as to improve a behavioral outcome for the animal, and
• adjust a type, duration, or intensity of the outputs based on the individualized behavioral profile, the response history, a current context, individual animal responses and environmental factors.