Flower

Flower AI provides open-source federated learning tools for training AI models on distributed data, enabling privacy-preserving machine learning across various frameworks and platforms.

Flower is an open-source framework for federated AI development. It enables collaborative machine learning across distributed datasets without compromising data privacy. The platform supports various ML frameworks, scales to millions of devices, and works across cloud, mobile, and edge environments. Flower simplifies the implementation of federated learning systems, allowing developers to create privacy-preserving AI solutions for healthcare, finance, and other industries where data sensitivity is crucial.

Alethea AI

Alethea AI is a research and development studio building at the intersection of Generative Artificial Intelligence and Blockchain.

Alethea AI is an artificial intelligence company developing agentic AI, multimodal AI, and decentralized AI technology for interactive digital agents. Its work combines generative AI with blockchain infrastructure through the AI Protocol, a permissionless framework for agentic AI. Alethea AI also develops EMOTE-1, a multimodal AI engine designed to give AI agents real-time facial expressions, multilingual voices, full-body gestures, and consistent personalities.