Vitalik: Deep Funding combines the two major concepts of value mapping and refined human judgment

On December 15, Ethereum co-founder Vitalik Buterin posted on social media that "Deep Funding combines two concepts:

· Value Graph: Instead of asking 'How much does X contribute to humanity?', ask 'How much credit for Y's achievement belongs to X?'

· Refining Human Judgment: An open AI market provides suggestions for weight distribution, which are verified by a randomly selected human jury.

The first concept (Value Graph) has gradually become a popular paradigm in recent years, and for good reason. Measuring contributions abstractly is very difficult: if you ask people how much they would pay to save N birds, they will answer $80 when N=2000 and also $80 when N=200000. However, more 'localized' questions like 'Which is more valuable to C, A or B?' are easier to handle.

The second concept (Refining Human Judgment) is based on some ideas from my info finance article: condensed human judgment in info finance. Anyone can use any method (such as AI) to suggest weights for all edges of the graph, with a human jury conducting detailed analysis on randomly sampled edges. The submission most compatible with the jury's answers determines the final output."