With the intensification of global climate change and resource depletion, the use of low-carbon energy and the exploration of circular economy model become more and more important. As an efficient way to use energy, thermal energy cycle has wide application potential in manufacturing industry. This study aims to build a sustainable manufacturing production synergy and circular economy model under low-carbon energy based on thermal energy recycling and blockchain technology, in order to improve the resource utilization efficiency of manufacturing industry, reduce carbon emissions, and achieve double benefits of economy and environment. Through literature analysis and case studies, key elements of thermal energy recycling and blockchain technology are integrated to design and simulate a new collaborative manufacturing system. The system uses thermal energy recycling technology to convert waste heat recovery into reusable energy, and combines blockchain technology to achieve real-time monitoring of energy flows and production processes to improve transparency and efficiency. The model simulation results show that after the introduction of heat recovery and blockchain management, the energy utilization efficiency in the manufacturing process is greatly improved, and the overall carbon emissions are significantly reduced. The transparent data sharing mechanism helps all participants optimize production decisions and improve the flexibility and response speed of collaborative production.