Hyperpocket is a modular inference engine that allows developers to import pre-trained large language models, convert them into optimized formats, and run them locally with minimal dependencies. It supports quantization techniques to reduce model size and accelerate performance on CPUs and ARM-based devices. The framework exposes both C++ and Python interfaces, enabling seamless integration into existing applications and pipelines. Hyperpocket automatically manages memory allocation, tokenization, and batching to deliver consistent low-latency responses. Its cross-platform design means the same model can run on Windows, Linux, macOS, and embedded systems without modification. This makes Hyperpocket ideal for implementing privacy-focused chatbots, offline data analysis, and custom AI-powered tools on edge hardware.

Salad is a software that converts idle time on your computer into rewards and offers a distributed cloud platform for computing needs. Users can run the Salad app to utilize their computer's idle processing power to earn rewards, such as gift cards, game subscriptions, and hardware. Additionally, Salad offers cloud computing services for AI/ML production models, providing significant cost advantages for users.

MindSpore is designed to simplify the development and deployment of AI models across various platforms. Its key features include easy-to-use APIs, efficient execution, and support for a wide range of hardware. MindSpore facilitates collaborative development and efficient resource utilization, making it ideal for research, industrial applications, and educational purposes. Additionally, it offers robust security and privacy measures, ensuring the safe use of AI technologies.