8. DATA, KNOWLEDGE, AND AI IN THE DIGITAL TWIN ECONOMY

In the history of mankind, the economy used to operate based on land, labor, capital, and technology. As we enter the 21st century, the Internet creates an information economy, where data becomes the new asset. However, at this stage, data is largely controlled by centralized platforms, making users – data creators – "products" instead of value subjects.

The Digital Twin Society era marks a fundamental shift. Data is not just "collected information", but becomes the driving force of production, the foundation of decision-making, the value resource and the national competitiveness. In Bizverse 2.0, data, knowledge, and artificial intelligence are placed at the center, forming an economy based on real contributions, real capacity, and real information assets.

a) Data as an asset — users must own their data

The essence of the Digital Twin is to accurately reproduce the real world based on data. This is only valid if the data is reliable, accurate, and owned by the individual, organization, and community that creates it.

Bizverse approaches data in three tiers:

• Personal data: behavior, skills, achievements, creativity, academic and labor history;

• Enterprise data: operations, services, supply chains, business models;

• Spatial – urban data: digital maps, infrastructure, public services, forecasting models.

In Bizverse, data is protected, identified, traced, and decentralized, ensuring that each data creator enjoys value from that data. This is the core difference from the Web2 platform economy.

b) Knowledge is the capacity to produce — from consuming knowledge to owning and sharing value

In the Web2 era, learners and teachers create value but are largely "filtered through the platform". Bizverse shifts its focus to a decentralized knowledge economy through EduVerse and AI Community, where knowledge is identified, evaluated, and rewarded.

Pillars:

• teachers own and tokenize teaching content;

• learners accumulate digital competency profiles;

• mentors, experts, AI creators recognized by data;

• knowledge becomes a particularly important RWA asset.

Knowledge is no longer just for consumption; it becomes an asset owned, leased, contributed, and exploited.

c) AI — society's new co-production force

AI in the Bizverse is not only a support tool, but an intellectual partner that accompanies humans. Each user and business can own their own AI agent, trained from their own data.

Three key AI roles in the Bizverse:

• AI improves personal capacity: learning, suggesting, optimizing work;

• AI for business automation: data analysis, process creation, productivity increase;

• Digital urban AI: simulation, forecasting, policy suggestion, public service operation.

Unlike many platforms, Bizverse aims for sovereign AI & LocalAI to ensure data security, privacy, and deployability in enterprise-government environments.

d) Combining data – knowledge – AI: a new value structure

The Digital Twin Economy in Bizverse operates based on the cycle:

• Users generate data and knowledge

• AI learns from this data to enhance user capacity

• Data and knowledge are identified, becoming digital assets

• Contributors receive rewards and ownership of value

This mechanism lays the groundwork for:

• data staking ;

• knowledge staking ;

• AI staking (sharing AI and agent capacity);

• automate personal and business economies.

This is an economic model based on capacity and contribution, rather than just based on traditional financial capital.

e) Core identity: Who creates value, who owns it

Bizverse's operating philosophy is evident in the data and AI model:

• data is the property that belongs to its creator;

• AI is a tool to unleash creativity and labor;

• power is not focused on the platform, but distributed in the community;

• Users don't just "use the internet", but own a part of their own digital future.

Bizverse is therefore not simply a technology platform, but a knowledge-data-AI economy system designed for the new generation's real-life society.