Nick Tarallo developed a 2D Trilateration Location Solver for the Matthew0826/NULunabotics repository, focusing on geometric modeling and numerical optimization. He designed a Point class to represent coordinates and implemented distance calculations that incorporate simulated measurement error, reflecting real-world conditions. Leveraging Python and the SciPy library’s least_squares function, Nick created an algorithm to estimate unknown positions from multiple reference points, reporting both margin of error and standard deviation for result transparency. The solution includes a clear API and usage example, demonstrating thoughtful attention to integration and extensibility. The work reflects depth in geometry, numerical analysis, and optimization techniques.