Kevin Xu

I’m definitely with you on the "bounded trust" approach. I treat AI agents like highly capable interns—I’ll let them draft my emails and organize my calendar, but they don't get the keys to the vault. I draw the line at automated decision-making for high-stakes relationships. I wouldn't let an agent handle a sensitive conflict or a critical negotiation on my behalf, as the "human nuance" and...

When a campaign hits a plateau, does the AI prioritize tweaking audience targeting, or does it automatically pivot to generating new creative iterations to beat ad fatigue?

It's great to see the team being so transparent about the weighting system. The "zero-weight" approach for suspicious accounts is a solid deterrent, but I wonder if there’s room for a "reputation recovery" path for those well-intentioned new users—perhaps through a manual review or linking more social proof? One thing I'd love to see is more real-time feedback for makers when a vote is flagged...