Most people in the market are still pursuing traditional model ideas, but some projects are starting to do the opposite—beginning with proof. This approach is different: instead of building a model first and then adding proofs, it focuses on bringing verification models, transaction credentials, data freshness, and penalty mechanisms to the forefront.

Interestingly, once these proofs start flowing into the market continuously, the flow of capital will also change accordingly. Where there are verifiable, data-supported mechanisms, funds will go there, ultimately landing on agents that can actually execute. This bottom-up verification design approach may gradually change the entire industry's capital allocation logic.