Abstract: The rapid development of technologies such as the Internet of Things, big data, intelligent perception, communication computing power, and AI big models has brought new opportunities, changes, and possibilities to the reform of fire supervision models. Based on the strategic positioning of Beijing's "four centers" and the practical needs of fire safety, the author organizes innovative exploration and practice of non-site fire supervision, focusing on solving problems such as weak grassroots forces, lagging risk warning, slow rectification of hidden dangers, low quality and efficiency of supervision, and poor enterprise experience. The author continuously promotes the intelligent and precise reform of fire supervision mode, and the transformation of fire governance system to pre prevention, in order to ensure high-quality economic and social development with high-level fire safety.

Key words: fire non-site supervision, smart firefighting, pre prevention measures, development path