I’ve seen many projects stop at publications. This one didn’t.
By integrating behavior detection, identity tracking, temporal analysis, and explainability, the system crossed the line from research to deployable intelligence.
The real success wasn’t accuracy scores. It was this: better decisions, earlier interventions, and better protection for animals.
That, in my view, is what responsible innovation looks like.