Appen offers advanced data solutions focusing on sourcing, annotating, and evaluating data to improve AI and machine learning models. Their services provide clients with reliable, high-quality datasets tailored to various AI applications. Appen's expertise aids in making AI models more accurate and efficient by providing meticulously curated data and specialized evaluation services. With over 25 years of experience, Appen supports some of the world’s leading technology companies in deploying trustworthy AI solutions.

Cerebras AI Agent leverages the unique architecture of the Cerebras Wafer Scale Engine to expedite deep learning model training. It provides unparalleled performance by enabling the training of deep neural networks with high speed and substantial data throughput, transforming research into tangible results. Its capabilities help organizations manage large-scale AI projects efficiently, ensuring researchers can focus on innovation rather than hardware limitations.

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.

LangDrive is a cutting-edge AI framework designed to simplify the optimization and training of over 100 different language models using your private data. This tool empowers you to own your model weights and enables seamless deployment to Hugging Face. Ideal for businesses and developers looking for a streamlined solution to integrate advanced language AI capabilities into their applications or workflows. LangDrive offers privacy, efficiency, and comprehensive support for various AI models.

Perpetual ML is an innovative machine learning platform that leverages Perpetual Learning to significantly accelerate model training. By eliminating the time and resources typically required for retraining models, it allows businesses to achieve rapid iteration and deployment of machine learning models. The platform is designed to support diverse applications across various industries including finance, healthcare, and retail. With built-in regularization and continual learning capabilities, Perpetual ML ensures models remain up-to-date and accurate without the need for extensive manual intervention.