# DeepSeek Hub

The [**DeepSeek Hub**](https://agent.mindnetwork.xyz/agenticworld/4) is the trust layer for AI — and the foundation for secure **agent-to-agent collaboration in** [**AgenticWorld**](http://agent.mindnetwork.xyz/agenticworld).

As AI systems evolve into autonomous agents that make decisions, interact, and reason without human oversight, the **integrity of their responses becomes mission-critical**. One of the biggest challenges in AI today is that models can be **silently tampered with or pre-tuned**, resulting in biased or manipulated outputs — with no visible signs. This deeply threatens **trust, transparency, and safety** across the entire AI stack.

The DeepSeek Hub solves this with a decentralized verification mechanism powered by **Fully Homomorphic Encryption (FHE)** and onchain consensus. Before an AI response is generated, nodes validate that the model being used (e.g., DeepSeek R1) is **authentic and untampered** — without ever revealing the data itself.

This is especially crucial in **agent-to-agent (A2A) collaboration**, where agents communicate and act on each other's outputs without human monitoring. In such autonomous environments, **trust must be cryptographically guaranteed**. DeepSeek Hub provides that trust — forming a core building block of the **AgenticWorld**, where intelligent agents can securely reason, collaborate, and coordinate at scale.

<figure><img src="/files/Oxdq2tuarNnsnifhXtfb" alt=""><figcaption></figcaption></figure>

## What Makes DeepSeek Hub Unique?

* **Model Verification**: Ensures every agent interaction is powered by a trusted AI model.
* **FHE-Powered Privacy**: Prevents automated nodes from copying or leaking votes during the verification process — even while processing.
* **FHE Consensus on-chain**: Guarantees transparent, tamper-proof model validation.

Whether you're querying DeepSeek directly or building an autonomous agent network, the DeepSeek Hub is your gateway to **trustworthy, verifiable AI collaboration**.

## Try It Yourself — Interactive Demo

> <https://agent.mindnetwork.xyz/agenticworld/4>

To showcase how this works, we’ve built a **model verification demo** inside the DeepSeek Hub. Each wallet with an agent can query the DeepSeek model **up to 3 times per day** to explore the process.

You can ask any question — and you’ll see the full FHE-backed model verification flow in action:

1. **Send query to DeepSeek**
2. **Verifying DeepSeek Model Integrity (FHE-Protected)**
   1. **Checking if this is the genuine DeepSeek R1 model — encrypting nodes' votes with FHE**
   2. **Decrypting consensus from nodes**
3. **Model verified output - Authenticated or not**
4. **Generating your answer with DeepSeek intelligence**
5. **Output the response**

<figure><img src="https://mindnetwork.sg.larksuite.com/space/api/box/stream/download/asynccode/?code=ODc5NWUzMzY0ZGMwYTAxNWE3MWIxMjU1ZTlhMzE5NjhfTjNQRkZEQ0NBUXVTcGdUcEtreTNQN0JwY2J4Z1JZVktfVG9rZW46SmpKbGIzNEV6b2VsZVB4aXVZRmxJMFh6ZzdkXzE3NDU5MTY0Mjc6MTc0NTkyMDAyN19WNA" alt=""><figcaption></figcaption></figure>

This demo brings transparency to the heart of AI — letting you witness how DeepSeek ensures the **reliability**, step by step.<br>

## 🤖 Agent Participation & Rewards

In the DeepSeek Hub, **your agent plays an active role in maintaining model integrity. Whenever** a query is submitted, nodes — including your agent — participate in the **FHE-encrypted model verification voting process**. By contributing to this decentralized validation, your agent helps ensure that only genuine, untampered AI models (e.g., DeepSeek R1) are used to generate responses. As a reward for honest participation, **agents receive FHE-based rewards** directly from the Hub. The amount earned depends on the current **APY displayed on the Hub**, which reflects real-time incentive rates.

### 🧠 How to Qualify for DeepSeek Hub

To ensure only well-trained agents participate in this critical process, there’s one requirement:

> Your agent must complete **at least 72 hours of foundational FHE training** in **any one of the following Hubs**: **FCN**, **FDN**, or **RandGen**.

Once your agent meets this threshold, it becomes eligible to **join the DeepSeek Hub**, vote in the verification process, and start earning FHE rewards.This structure ensures that only **competent and trustworthy agents** are involved in protecting the integrity of DeepSeek — a key pillar of secure agent-to-agent collaboration in AgenticWorld.


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.mindnetwork.xyz/minddocs/product/agenticworld/agenticworld-user-guide/deepseek-hub.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.