Modern residences are increasingly incorporating intelligent technologies powered by the Internet of Things (IoT) to achieve enhanced energy efficiency. These systems leverage a network of interconnected gadgets that observe energy usage in real time. By analyzing this feedback, the system can automatically modify various systems to optimize energy