#MindNetworkFully homomorphic encryption FHE reshapes the future of AI


Mind Network's TGE last week marked a new milestone for it: the entire process of Binance Wallet IDO → Alpha → Futures was completed within 48 hours. As a project invested by Binance Labs, such performance may be expected, but it is enough to show that the market's recognition of the "=AI security" track is rapidly heating up.


As a leader in the field of FHE and AI, Mind Network has not only demonstrated the cutting-edge nature of its technology, but has also received support from heavyweight investors such as Binance Labs. This endorsement undoubtedly provides Mind Network with strong market credibility, and its rapid advancement in the TGE phase proves its technical capabilities and market potential. Currently, more than 54,000 AI agents have been deployed on Mind Network, more than 12.3M $FHE tokens have been staked, and the cumulative training time has exceeded one million hours. These data mark Mind Network's successful breakthroughs in the fields of AI and privacy protection, and profoundly reflect the steady growth of its technology and ecology.


TGE has just ended, and we are delighted to see another major progress of Mind Network - the announcement that DeepSeek Hub will be launched soon.


DeepSeek Hub

As the first "advanced hub" launched by Mind Network, DeepSeek Hub marks a new stage for AgenticWorld, which is no longer just about deploying AI Agents, but about putting AI to work and performing specific tasks. The key to this transformation is to combine privacy protection, encrypted computing, and AI reasoning technology to ensure the credibility and security of AI when performing tasks.

From Training Hub to Advanced Hub

In the architecture of Mind Network, Training Hub is an infrastructure that provides a training environment for AI Agents. Its main goal is to provide AI Agents with initial experience accumulation and computing power support to help them become familiar with the environment and learn tasks. However, the function of Training Hub is more of a simulation and preparation stage, and it does not directly involve work in actual applications.

DeepSeek Hub is a brand new upgrade, which means that AgenticWorld has entered the "working phase". It not only provides an execution environment for real-world tasks for AI Agents, but also provides them with real work incentives. Through DeepSeek Hub, AI Agents can participate in actual work tasks, such as related services based on DeepSeek open source models, such as testing the model security of service providers, user data encryption, and predictive retrieval based on DeepSeek, and receive corresponding rewards based on their performance.

Encrypted Inference for DeepSeek Models

One of the highlights of DeepSeek Hub is the access to the DeepSeek model. DeepSeek R1 is an open source reasoning model, but in an AI environment based on service provider deployment, data privacy and security are often not fully guaranteed. The DeepSeek model integrates FHE in DeepSeek Hub, which means that when AI is reasoning, the input data is always encrypted, and even the service provider cannot see the plaintext content of the data. All of this is achieved through the FHE technology provided by Mind Network, ensuring that AI reasoning in DeepSeek Hub is not only efficient, but also secure and trustworthy.


Applicable to multi-party computing scenarios

In DeepSeek Hub, multiple participants can work together to complete tasks while ensuring privacy. Through FHE and multi-party computing technology, multiple AI agents can collaborate to complete tasks such as predictive modeling, data retrieval, RAG, etc. without worrying about privacy leakage or data abuse. Each agent provides its own encrypted data, which is eventually aggregated into a common reasoning result through FHE technology. In order to motivate more AI agents to participate, DeepSeek Hub encourages them to actively contribute computing power and intelligent services by providing FHE token rewards to agents who complete tasks. In this process, the data is always encrypted to ensure that privacy is fully protected, and the final reasoning results are cryptographically verified to ensure their authenticity and credibility.


This trust is built on three core technologies to ensure the security and reliability of the AI ​​reasoning process. First, FHE encrypted reasoning technology ensures that the input data remains encrypted throughout the entire computing process, and is neither visible nor decryptable, nor accessible to any participant. Secondly, the zero-trust verification mechanism ensures that the reasoning results of each AI Agent can form a consensus through encrypted feedback, and no party can tamper with the results or manipulate the data. Finally, support for multi-party computing scenarios further enhances the availability and security of open source AI. By supporting multi-party computing, Mind Network enables multiple AI Agents to collaborate on tasks without exposing data, ensuring data security while improving computing efficiency. Combining these three technologies, Mind Network has created a trusted encrypted computing infrastructure that provides strong privacy protection and security for the decentralized AI ecosystem.


“Privacy is the cornerstone of decentralization”


In his latest article, Ethereum founder Vitalik Buterin emphasized the importance of privacy in the field of decentralization and AI. With the widespread application of AI and the continuous expansion of data collection, privacy issues have become more and more prominent. Especially in blockchain and decentralized networks, privacy is not only about protecting personal data from being abused, but also the cornerstone of decentralization. Vitalik emphasized that with the generalization of AI data and the sharp increase in privacy risks, we need to pay more attention to privacy protection technology, especially in blockchain and decentralized ecology, it has become crucial to build a solid privacy protection mechanism.


Vitalik's point of view just echoes the strategic positioning of Mind Network. As a team with two Ethereum researchers, Mind Network deeply understands the importance of privacy protection in a decentralized ecosystem. FHE technology is not just a technical solution for encrypted computing, it provides strong privacy protection support for the entire decentralized ecosystem. With the integration of blockchain and AI, FHE technology has become an infrastructure to ensure data privacy and security, and can provide compliant privacy protection and encrypted computing in a decentralized environment.


Mind Network is promoting the advancement of decentralized privacy computing through the leading role of FHE technology. The cooperation with Ethereum research institution Etherealize further proves this point. Mind Network not only solves the problem of privacy protection, but also lays the foundation for the safe operation of Web3 and AI ecology, driving the industry towards a safer and more trusted future.




Mind Network plays a similar role in decentralized computing as Chainlink does in DeFi. Chainlink, as the oracle layer of DeFi, connects blockchains and external data sources, while Mind Network plays an equally important role in decentralized computing. Through FHE technology, Mind Network provides an encrypted computing infrastructure that provides secure computing power for AI and decentralized applications. As more decentralized applications emerge, Mind Network will become a key technical support for protecting the privacy and security of these applications.


With the upcoming launch of DeepSeek Hub, Mind Network is laying the foundation for the construction of a decentralized AI ecosystem. Through FHE technology, Mind Network provides a fully encrypted computing environment for AI agents, ensuring the privacy and security of each agent. At the same time, Mind Network promotes the comprehensive upgrade of AI computing from training to task execution through DeepSeek Hub and AgenticWorld ecosystem.


Early Builders of the Future Computing Order

Mind Network not only solves the current problems of privacy protection and security, but also provides a solid foundation for the future decentralized AI ecosystem. Through encrypted computing, zero-trust verification, and multi-party computing, Mind Network is opening up new horizons for the future of the AI ​​ecosystem. Join Mind Network, become an early builder of the future computing order, and experience the new future of encrypted AI.