Thanks, pure Swift was the design idea and since I found nothing could be used for my project https://www.sharpai.org then I created Swift version. Python is too heavy to be delivered with application, user mentioned they want to use MLX, that's why I've been working on it for 1-2 weeks for bug fixing and testing , then suddenly TurboQuant proposed, I had a quick integration. My 64GB M5 Pro is already good for my local security task, now it's able to use M1/M2 Mini w/ 8GB memory.