Findora
Deploy financial infrastructures with privacy-preserving transparency. Findora enables assets of any nature - dollar, bitcoin, equity, debt and derivatives. Its mission is to address the challenges necessary to support this broad class of assets and diverse financial use cases, providing confidentiality while retaining the transparency of other blockchains. Findora uses zero-knowledge proofs and secure multi-party computation to support many privacy-preserving features. Specialized zero-knowledge proofs allow Findora to be publicly audited, while data remains confidential. Findora features a high-throughput ledger design, and reduces storage requirements through cryptographic accumulators. Findora breaks open data silos for easy interoperability between the main- and side-ledgers. Findora provides you with the tools, documentation, and support to help you build your applications. Develop privacy-preserving applications on the Findora testnet today.
Learn more
Flower
Flower is an open source federated learning framework designed to simplify the development and deployment of machine learning models across decentralized data sources. It enables training on data located on devices or servers without transferring the data itself, thereby enhancing privacy and reducing bandwidth usage. Flower supports a wide range of machine learning frameworks, including PyTorch, TensorFlow, Hugging Face Transformers, scikit-learn, and XGBoost, and is compatible with various platforms and cloud services like AWS, GCP, and Azure. It offers flexibility through customizable strategies and supports both horizontal and vertical federated learning scenarios. Flower's architecture allows for scalable experiments, with the capability to handle workloads involving tens of millions of clients. It also provides built-in support for privacy-preserving techniques like differential privacy and secure aggregation.
Learn more
PlatON
Combining blockchain and privacy-preserving computation technologies, PlatON is building a decentralized and collaborative AI network and global brain to drive the democratization of AI for safe artificial general intelligence. PlatON, initiated and driven by the LatticeX Foundation, is a next-generation Internet infrastructure protocol based on the fundamental properties of blockchain and supported by the privacy-preserving computation network. “Computing interoperability” is its core feature. By building a computing system assembled by verifiable computation, secure multi-party computation, zero-knowledge proof, homomorphic encryption and other cryptographic algorithms and blockchain technology, PlatON provides a public infrastructure in open source architecture for global artificial intelligence, distributed application developers, data providers and various organizations, communities and individuals with computing needs.
Learn more
Sahara AI
Build Sahara knowledge agents as custom on-premise AI solutions that save costs, drive growth, and enable new business opportunities. Elevate productivity through workflow automation, predictive analytics, personalized experiences, resource optimization, and supply chain enhancement. Participate in Sahara data, a trustless, permissionless, and privacy-preserving platform for high-value datasets and data services to train AI. The business extends far beyond conversational capabilities, autonomously analyzing both external and internal proprietary data to offer reliable decision-making tailored to specific needs. The platform, decentralized or on-premise, offers an intelligent AI-centered, human-in-the-loop, and privacy-preserving approach to deliver high-value data for your AI.
Learn more
