#MindNetwork全同态加密FHE重塑AI

Brothers, please pay more attention to FHE, as there are expected to be significant developments.

Mind Network has launched a trusted ecological product for Agentic AI (Agentic AI) called AgenticWorld on BNBChain and the first FHE chain, MindChain. It may have great utility in the future. Here are two personal viewpoints to address some issues:

1. The integration of AI and blockchain: How can FHE become the cornerstone of end-to-end encryption?

Currently, the combination of AI and blockchain faces two major challenges:

1. Data privacy: AI needs access to user data, but the transparency of blockchain poses risks of privacy breaches.

2. Computational trust: How to ensure that the AI's computation process is not tampered with?

FHE's solutions:

🔐 End-to-end encryption (E2EE): From data input to AI computation to output, all processes are encrypted, and even nodes cannot peek.

⚡ Verifiable computation: Combining ZKP to prove the correctness of AI's computations without exposing data.

Mind Network's HTTPZ protocol further advances this vision:

- Building a zero-trust internet where all data transmission and computation occur in an encrypted environment.

- Suitable for cross-chain AI collaboration, such as secure interactions between Agent A (Ethereum) and Agent B (Solana) without trusting intermediaries.

2. User data authorization: How does FHE make AI access safer?

Question: Would you be willing to let AI access your medical records, transaction data, or social preferences?

Premise: Users are likely to authorize only if the data is encrypted and controllable.

FHE's breakthroughs:

- Selective disclosure: Users can authorize AI to compute specific data (e.g., "Is my credit score > 700?"), without providing the raw data.

- Dynamic revocation: Control access permissions through smart contracts, allowing users to terminate AI's data usage rights at any time.

Mind Network's practice: Its ImHuman DApp uses FHE for biometric identification, ensuring that identity verification data does not leave the user's device.