A fire detection system using a recurrent neural network and sea-horse optimizer algorithm is being developed to assist visually challenged people. However, reports on the topic are inconsistent, with some outlets discussing the system in the context of assistive devices for people with disabilities, while others focus on unrelated topics such as car safety features and tunneling technologies. The purpose and application of the fire detection system are unclear due to the disparate coverage.