Mohamed-Fouad-1991/autonomous-driving-models

This is a coursework implementation directly derived from the Udacity/Coursera Self-Driving Cars Specialization. The project has zero stars, zero forks, no velocity, and is only 22 days old—clear markers of a personal learning exercise with no adoption. The models themselves (bicycle kinematics, longitudinal control) are well-established vehicle dynamics patterns taught in every autonomous driving curriculum. The implementation uses commodity tools (NumPy/Matplotlib) to simulate standard path geometries. There is no novel modeling approach, no architectural insight, no domain-specific optimization, and no evidence of community engagement or real-world applicability. The code is trivially reproducible by anyone completing the same Coursera course. Frontier labs have no interest in this—they have production autonomous vehicle stacks and don't need a beginner's educational model. The defensibility score reflects that this is a tutorial artifact, not a product or platform component.