LighTDiff is a deep learning model designed to enhance surgical endoscope images under low-light conditions. Utilizing T-Diffusion technology, the model effectively increases the brightness and clarity of images, significantly contributing to surgical safety and efficiency. This technology has been accepted for early publication at the MICCAI2024 conference, and the code is open-source, available for research and practical applications.