[Vitalik: Deep Funding Completes New Round of Financing, Suggests Optimizing Mechanism to Meet the Needs of a 'Chaotic Era'] According to a report by Jinse Finance, Vitalik posted on the X platform, stating, 'Deep Funding is still progressing and has recently completed an important round of financing. My main suggestion to Devansh Mehta is to continue improving this mechanism (including the prediction market version) while considering how to ensure its design details, funding sources, etc., can adapt to the needs of a more "chaotic era." (Refer to my recent discussions on democratic mechanisms for reference.) I believe Deep Funding already aligns well in the following aspects: (ii) Maintaining meritocracy rather than leaning excessively toward a crude form of egalitarianism; (iii) Gaining benefits from AI while preserving human agency. However, regarding (i), when I look at the design of this mechanism now, I still sense a 'stable era' vibe—as if it’s saying: "Let’s build a large-scale mechanism, lock in some principle of justice, and then have society as a whole collectively contribute funds to it." What we need to think further about is: how can it still function effectively in a world that doesn’t operate so stably?'