Neural Drive is a world model game where a 131M-parameter latent diffusion model generates video frames in real-time based on player input, creating the illusion of driving a kart on a track. Trained on SuperTxKart with ground-truth action labels, the model maintains coherence far longer than typical video models. The weights are quantized to 4/8-bit to fit in 86 MB, enabling instant local gameplay on Apple Silicon without requiring separate downloads or servers.