asterinas / trustflow

A privacy-preserving computing system based on TEE.
https://www.secretflow.org.cn/docs/trustedflow
Apache License 2.0
16 stars 12 forks source link
confidential-computing llm meachine-learning privacy privacy-preserving tee trusted-execution-environment

简体中文English

What's TrustFlow

TrustFlow is a zero-trust computing system based on TEE(Trusted Execution Environments). TrustFlow derives its name from the fusion of Trusted Execution environments and SecretFlow.

TrustFlow leverages trusted execution environment technology to establish a secure and isolated environment that safeguards sensitive data. With a focus on data confidentiality, integrity, and availability, TrustFlow provides robust data storage and processing capabilities.

By employing encryption and utilizing controlled and restricted environments, TrustFlow ensures protection against unauthorized access. It incorporatesa range of security measures, such as remote authentication, computational isolation, authorization controls, and auditing mechanisms to provide comprehensive data protection. The implementation of end-to-end encryption enhances its zero-trust security features, allowing encryption mechanisms to be validated and limiting data access to the absolute minimum permissions required.

In addition to its strong security features, TrustFlow offers a diverse array of data processing functionalities. These include data preprocessing, classical machine learning, deep learning, large language modeling, and data analysis. These capabilities empower organizations to maximize the value of their data while preserving privacy.

TrustFlow is especially valuable in scenarios that involve secure storage, processing, or sharing of sensitive data, as it effectively mitigates the risks associated with data exposure and unauthorized usage. Its comprehensive security measures and powerful data processing capabilities make it a reliable solution for organizations seeking to protect their data and make the most of its potential.

trustflow

Documentation

TrustFlow Related Projects

Roadmap

roadmap