This study aims to explore a cutting-edge model that combines geothermal energy and coal resource development. Specifically, it focuses on the development model of ultra-deep super-hot rock (SHR) resources and unmineable coal seams through in-situ thermal decomposition technology using supercritical water steam. Through extensive investigation and assessment of technical challenges, we have extensively explored the potential of using supercritical water steam for thermal decomposition of coal seams. We examined the potential benefits in terms of energy conversion efficiency and environmental impact. Despite the significant theoretical prospects of this method, practical application has encountered multiple challenges such as high costs, drilling technology difficulties, and the complexity of reservoir modification technology. The significant investment costs primarily arise from the expenses associated with drilling operations and acquiring equipment. Simultaneously, there are challenges in the realm of technology that require the adaptation of drilling techniques to withstand extreme temperatures and pressures. Additionally, there is a need to explore novel methods for modifying reservoirs in order to sustain fracture openings. In the face of these challenges, this study proposes three main directions for future research and technology development: developing new efficient and environmentally friendly reservoir reconstruction technologies, exploring technologies suitable for low-temperature catalytic reactions in deep coal seams, and improving the accuracy and practicability of microseismic monitoring technologies. With the help of these technological advancements, the aim is to address the existing challenges and drive the integrated progress ultra-deep super hot rock and coal measures towards a more sustainable and economically viable direction. The research results will offer fresh insights and solutions for the realm of deep energy development, playing a crucial role in advancing the progress of sustainable energy technology.