A user fine-tuned a 2B parameter decision model to play Doom on a Mac using MLX and LoRA on game frames, completing training in 43 minutes. The open-source mlx-decision tool enables decision models to process image inputs and output action probabilities directly, bypassing text generation. This demonstrates efficient on-device reinforcement learning for vision-based control tasks on Apple Silicon.