Research questionHow can a robot distinguish genuine taking intent from accidental contact during object handover?During handover, visual cues and physical contact may indicate either readiness to take an object or an accidental, weak, or misdirected interaction. The robot must identify the right release moment without causing excessive force or releasing prematurely.