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This research introduces SpeedySolver, an innovative graphical user interface (GUI) designed to revolutionize the calculation of acceleration in non-linear terrains, particularly those characterized by rectangular domains and hilly topographies. Developed in response to the challenges faced in accurately determining movement acceleration within such complex landscapes, SpeedySolver employs the Discrete Least Square Method to optimize the calculation process. By utilizing collected data and parametric equations, this GUI offers a robust solution for computing the acceleration. SpeedySolver serves as a practical tool for everyone and also holds significant potential for educational applications. With its user-friendly interface and automated calculation capabilities, SpeedySolver can facilitate the teaching and learning of acceleration concepts in academic settings. SpeedySolver enhances understanding and fosters deeper engagement with physics and mathematics principles. Moreover, the versatility of SpeedySolver extends beyond its immediate application in research and education. Its potential for integration into online platforms opens up new possibilities for remote learning and collaborative research endeavors. By harnessing the power of digital technology, SpeedySolver offers users greater flexibility and accessibility in conducting acceleration analysis, regardless of geographical location or institutional resources.