With the rapid development of artificial intelligence (AI) and Web3 technologies, data security and privacy protection have become pressing core issues. Fully Homomorphic Encryption (FHE), as an advanced encryption technology resistant to quantum attacks, offers a groundbreaking solution to this challenge. Mind Network is building a secure data and AI computing infrastructure based on FHE, promoting the arrival of a fully encrypted internet era. This article will explore the core value of FHE and its application prospects in the AI and Web3 fields.
What is Fully Homomorphic Encryption (FHE)?
FHE is a revolutionary encryption technology that allows arbitrary computations on encrypted data without decrypting it. Traditional encryption methods require decrypting data before computation, posing leakage risks. In contrast, FHE can perform operations like addition and multiplication while keeping data encrypted, with the final result matching plaintext computations. This feature makes FHE suitable for efficient processing while ensuring data privacy, particularly in AI and blockchain scenarios.
Mind Network: FHE-driven secure ecosystem
Mind Network has pioneered an FHE-based infrastructure resistant to quantum attacks, aiming to drive the development of Web3 and AI ecosystems through secure data and AI computing. It collaborates with industry leader Zama to build a fully encrypted infrastructure and jointly develop HTTPZ—a zero-trust internet protocol aimed at establishing new standards for trusted AI and encrypted on-chain data processing. Mind Network has gained support from well-known investors such as Binance Labs, Cogitent, Hashkey, Animoca Brands, and Chainlink, showcasing its industry influence.
On BNBChain and the first FHE chain MindChain, Mind Network has launched the ecosystem product AgenticWorld for agent AI. This platform provides privacy protection and verifiable security guarantees for decentralized AI. Currently, AgenticWorld has launched over 54,000 Agents, completing over 1.2 million hours of training tasks, with staking activity APY reaching up to 400%, demonstrating the practical application potential of FHE. Additionally, Mind Network is the first FHE project officially integrated into the DeepSeek codebase.
How does FHE reshape the future of AI?
1. Providing a secure foundation for AI agents
FHE provides multiple safeguards for AI agents.
Identity verification: Verifying identity through encrypted credentials to avoid exposing real information.
Secure environment: Data is encrypted throughout the process, making it undecodable even if attacked.
Decentralization: Supporting autonomous computing without trusting third parties.
Verifiable computation: Computation results can be verified, enhancing transparency.
Data protection: User data is always encrypted to prevent leakage.
These features enable agents in AgenticWorld to collaborate efficiently while protecting privacy, laying the foundation for a future world of millions of agents.
2. Multi-domain application scenarios
The application prospects of FHE are broad:
Healthcare: Protect patient data privacy while supporting encrypted analysis to enhance diagnostic accuracy.
DeFi: Encrypting transaction data to ensure the secure execution of complex financial operations through smart contracts.
Gaming: Protecting player assets and data while optimizing gaming experiences under encryption.
3. Integration of AI and blockchain
The combination of AI and blockchain is the future trend, with FHE as its secure core. For example, FHE supports encrypted consensus mechanisms and multi-chain collaboration between Agents, ensuring secure data exchange. Together with 'end-to-end encryption', it forms the foundation of user trust, allowing users to authorize AI access without exposing identity data or transaction records, making control of permissions safer and more manageable.
4. Empowering future visions
DeCC (Decentralized Confidential Computing): FHE enables privacy computing in a decentralized manner.
HTTPZ: Building a zero-trust internet protocol through $FHE to enhance network security.
Conclusion
Fully Homomorphic Encryption (FHE) is not only a technological breakthrough but also a key driving force for the integration of AI and Web3. With FHE, Mind Network has created a secure and trusted AgenticWorld, laying the foundation for the future of intelligent worlds. As technology is deeply applied, a digital era that balances privacy and efficiency is gradually arriving.