On December 14, Ethereum co-founder Vitalik Buterin posted on social media stating, "DeepFunding combines two concepts: · Value Mapping: Instead of asking 'How much does X contribute to humanity?', it is better to ask 'How much of Y's credit belongs to X?' · Refining Human Judgment: An open AI market provides all weight distribution suggestions, while a human jury conducts validation through random sampling. The first concept (Value Mapping) has gradually become a popular paradigm in recent years, and the reasons are quite substantial. It is very difficult to abstractly measure contributions: if you ask people how much they are willing to pay to save N birds, they will answer $80 when N=2000 and also $80 when N=200000. However, questions that are more 'local' such as 'Which is more valuable for C, A or B?' are easier to handle. The second concept (Refining Human Judgment) is based on some ideas from my information finance article: the condensation of human judgment in information finance. Anyone can use any method (such as AI) to suggest weights for all edges of the graph, which will then be analyzed in detail by a human jury on a random sample of edges. Ultimately, the submission that is most compatible with the jury's answers will determine the final output result."

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