“The Perfect Combination of AI and Human Intelligence: Vitalik Buterin Deeply Analyzes the Innovative Concept of Deep Funding”

Ethereum co-founder Vitalik Buterin proposed two core ideas about Deep Funding on platform X: Value Mapping and Refining Human Judgment, providing a new perspective on how to assess contributions and value.

Value Mapping: Instead of asking “What contribution has X made to humanity?”, it is better to ask “How much of Y's credit belongs to X?” This approach allows us to step out of the traditional abstract measurement framework and focus more on the specific details of value distribution. For example, when measuring the value of an environmental action, simply asking “How many birds were saved?” does not fully reflect the contribution, but through local comparisons (e.g., which is more important to C, A or B), we can derive a more accurate answer.

Refining Human Judgment: In an open AI market, AI provides weight suggestions for all the edges of the mapping, but ultimately, a human jury randomly checks and validates. This method, based on concentrated judgment in “information finance,” ensures that the decision-making process is both efficient and maintains human core judgment, avoiding complete reliance on machines.

The combination of these two ideas not only optimizes resource allocation but also enhances the transparency and fairness of the system. As Buterin said: “With the help of AI, we can answer these ‘local’ questions more precisely without being troubled by abstract concepts.”

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