Mind Network and MyShell Partner to Revolutionize AI Network Security with FHE-Based Solution

Mind Network
3 min readMay 24, 2024


As AI networks scale the use of their models, it is key that these models are reliable and accurate. The current framework of AI networks needs security improvement in order to compete with centralized AI and produce reliable models.

In an exciting collaboration that is raising the standards of security in crypto AI networks, Mind Network, a leader in fully homomorphic encryption (FHE) applications, has teamed up with MyShell, a leading crypto AI network and prominent subnet on Bittensor. This partnership is the first of its kind in solving the pervasive ‘validator copy problem’ in AI networks.

AI networks, especially those on Bittensor subnets, have traditionally operated with a framework in which miners (model producers) have their work validated by network validators. However, a critical flaw in this system is that validators broadcast their validation results publicly, enabling others to simply copy these results without performing the necessary computations. This not only undermines the reliability of the models but also simulates a centralized network effect, where only a handful of validators genuinely contribute to network security.

Addressing this systemic issue, Mind Network has introduced a revolutionary FHE framework to MyShell’s validator network. This sophisticated framework creates a ‘shared private state’ for validator outputs, which, although stored on-chain, can only be accessed by specific key holders. This ensures that each validator must independently perform their computations to verify the miners’ models, thereby enhancing the integrity and reliability of the network.

The integration of Mind Network’s FHE technology into MyShell is not just a solution but a transformative approach that enhances how crypto AI networks operate, ensuring that data privacy and security are not compromised. By encrypting validator outputs, Mind Network enables a more decentralized, secure, and robust system where trust is built into the framework and decentralized AI gains yet another advantage over its centralized competitors.

Furthermore, the potential of this solution extends far beyond MyShell. Mind Network’s innovative FHE framework is poised to become a standard across all subnets on Bittensor and is rapidly being adopted by numerous other AI networks. This widespread applicability underscores the versatility and critical need for secure computational solutions in today’s AI-driven landscape.

The partnership between Mind Network and MyShell is a testament to both companies’ commitment to enhancing security and trust in decentralized networks. As this technology continues to be integrated into various AI networks, it paves the way for more secure, private, and reliable Web3 environments, fundamentally transforming how data is processed and protected in the AI sector.

About MyShell

MyShell is an AI consumer layer for creators to build, share, and own AI Agents. With a revolutionary approach that includes self-developed open-source AI models and a comprehensive model hub, MyShell empowers creators to develop and monetize their AI applications within a supportive ecosystem.

About Mind Network

Mind Network is the first FHE Restaking Layer for PoS and AI Networks. Their framework operates as an FHE validation network, bringing secure computation and consensus to Bitcoin restaking, Decentralized AI, Bridges, EigenLayer AVS, Bittensor Subnet, and many critical PoS networks. Mind Network’s solution enables verifiable decentralized computation over encrypted data. It has achieved 650k+ active users and 3.2M+ transactions processed on its testnet.

Mind Network is backed by Binance Labs, Hashkey, Big Brain, Chainlink, and received an Ethereum Foundation Grant for their FHE research on Ethereum.

For more insights and updates on Mind Network’s innovations, visit their website and socials:

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Mind Network

An FHE (Fully Homomorphic Encryption) Restaking Layer for POS and AI Networks. https://linktr.ee/mindnetwork_xyz