Event-based computing is revolutionizing AI efficiency by mimicking the brain's ability to process critical information.Event-based computing processes information asynchronously, responding only to meaningful changes in data.It has the potential for massive energy savings, with estimates suggesting orders of magnitude reduction compared to traditional AI models.However, hardware availability and training techniques for spiking neural networks present challenges for widespread adoption.