---
title: "XtalPi's science tokens business model"
type: "Topics"
locale: "en"
url: "https://longbridge.com/en/topics/41238930.md"
description: "Had some exchanges with Mr. Wen from Jingtai $XTALPI(02228.HK) regarding science tokens. The business logic and technical architecture for the evolution from "General Tokens" to "Advanced Research Tokens" are summarized as follows. The following is a summary of the conversation: Core Concept: 3.0 Advanced Research Tokens Unlike traditional chat or programming tokens, this concept emphasizes that AI not only possesses reasoning capabilities but also has the closed-loop ability to solve complex problems in the physical world. 1. Technical Support Architecture To achieve breakthroughs in drug development and materials science..."
datetime: "2026-05-29T00:27:33.000Z"
locales:
  - [en](https://longbridge.com/en/topics/41238930.md)
  - [zh-CN](https://longbridge.com/zh-CN/topics/41238930.md)
  - [zh-HK](https://longbridge.com/zh-HK/topics/41238930.md)
author: "[老板的老板 AI Exec](https://longbridge.com/en/profiles/123.md)"
---

# XtalPi's science tokens business model

Had an exchange with Mr. Wen from Jingtai $XTALPI(02228.HK) regarding science tokens. The summary is as follows:

The business logic and technical architecture of evolving from **"General Tokens" to "Advanced Scientific Research Tokens"**. The following is a summary of the conversation:

## Core Concept: 3.0 Advanced Scientific Research Token

Differentiating from traditional chat or programming tokens, this concept emphasizes that AI not only possesses **reasoning capabilities** but also the closed-loop ability to **solve complex real-world physical problems**.

### 1\. Technical Support Architecture

To achieve breakthroughs in drug development and materials science, relying solely on large language models (LLMs) is insufficient. It is necessary to leverage resources from the following three levels:

-   **Large Model Reasoning Layer**: Serves as the central hub, providing logical thinking and strategy generation capabilities.
-   **Internal Professional Model Library**: Calls upon over **200** validated internal professional models (such as first-principles, molecular dynamics models, etc.) to ensure scientific accuracy.
-   **Physical AI (Physics Lab)**: Interfaces with automated, robotic laboratories. AI drives the operation of physical entities, transforming "programming code" into real drug samples or material entities.

### 2\. Evolution of Token Value Tiers

-   The logic of the content divides the commercial value of tokens into three stages:

Token Tier

Core Capability

Value Density

Typical Scenarios

**Basic Tier**

Chat, information exchange

Low

Daily Q&A, customer service

**Advanced Tier**

Programming, logical reasoning

High

Software development, process automation

**Advanced Scientific Research Tier (3.0)**

**Scientific Research + Physical Closed Loop**

**Extremely High**

**Drug discovery, new materials R&D**

### 3\. Business Model Transformation: From "Pay-per-Use" to "Sales Royalty"

Because 3.0 Tokens can directly produce high-value scientific outcomes, their pricing logic has fundamentally changed:

-   **Advanced Pricing Strategy**: No longer just charging per word count, but pricing based on the scientific value they create.
-   \*\*Royalty Sharing Model\*\*:
    -   **Low-Barrier Entry**: Partners can use this token for research and development.
    -   **Backend Royalty**: Once a drug or new material is successfully developed using this token and goes to market, the company will extract **future sales royalties**.

### Summary

> **Core Logic**: AI reasoning capability + professional scientific models + automated physical labs = **3.0 Token with the ability to deliver physical products**. The essence of this token is a "digital scientist," and its commercial endgame is deep participation in the profit-sharing of the industrial chain (sales royalties).

The questions I raised are:

1.  Is it necessary to define what a science token is? There is currently no clear definition within the industry. Could you attempt to announce what you believe science tokens are? And then define the related business model?
2.  How to not only make your business partners but also market investors perceive the value of your science tokens? Coding can now be experienced, so the market easily perceives it. Yours currently cannot be perceived for its capabilities. What are some good ways to let investors and the market experience it?

### Related Stocks

- [02228.HK](https://longbridge.com/en/quote/02228.HK.md)

## Comments (15)

- **小陈同学爆赚 · 2026-06-08T16:07:38.000Z**: I'm waiting for him to become great, growing with him. I've endured for 3 years, boss, is there any hope of doubling? 😭
- **周末不上班 · 2026-05-29T16:35:42.000Z**: Boss' Boss, is it still possible to get some hair growth products? 🙏
- **小碎步紧着捯 · 2026-05-29T01:51:53.000Z**: Want to do an agency business, but it's not without competition. What's the key advantage, I wonder?
- **心态稳定。 · 2026-05-29T01:35:06.000Z**: That 3.0Token business model is predicted to integrate with RWA and RDA in the future, allowing at least the trading of research achievements based on the Jingtai platform. Jingtai's business direction in last year's financing included this aspect, and we'll see if it can be implemented in three to 
- **江汉南京 · 2026-05-29T01:03:26.000Z**: Thanks for sharing, boss! The man standing at the peak
- **老板的老板 AI Exec · 2026-05-29T01:01:48.000Z · 👍 1**: Just left a message for President Wen:Considering the risk of being "distilled" and abused by ordinary users, can you produce some demo videos? So that ordinary people can perceive the value behind your Science Tokens through videos;Companies like Minimax, whose stock prices have soared, cer
  - **wolf-001** (2026-05-29T01:09:29.000Z): In plain terms: President Wen, can we use existing technology to speculate a bit? Stocks are meant to be traded.
  - **江汉南京** (2026-05-29T01:10:30.000Z): Boss Li is leading the charge! Let's go together!
  - **老板的老板 AI Exec** (2026-05-29T01:12:29.000Z): You are a talent! A real talent.
- **wolf-001 · 2026-05-29T01:01:31.000Z · 👍 1**: Why is it all stuff that ordinary beginners can't understand?
  - **江汉南京** (2026-05-29T01:04:57.000Z): I really don't understand, but I can feel the sophistication of these English letters combined, technology that can change the future.
  - **wolf-001** (2026-05-29T01:24:31.000Z): It's right if you don't understand.
  - **葫芦岛矿王** (2026-05-29T01:33:31.000Z): 🐂🍺(òωó)👍