Sick animals don’t announce themselves, and in real ranch work handling is time- and labor-limited. Real ranch conditions like weather, exertion, and trailing make simple signature thresholds unreliable. At First Signs Ag, we’re developing a rugged ear-tag concept that uses time-based temperature patterns to screen for sustained abnormal states, helping reduce false alarms in everyday livestock conditions.