I’ve been looking at on-chain data too much recently, and it’s actually made me somewhat numb to some of the “transparency.” For example, stablecoin reserve transparency—really, everyone is betting on who runs slower.

That USDC de-pegging wave wasn’t fundamentally an asset problem. It was that panic psychology broke first. Looking at the on-chain holdings distribution, you might think “the big holders are all locked up,” but those on-chain labels can be delayed—or even someone may deliberately cluster addresses to create a false impression. After this round, I set a rule for myself: not only to look at audit reports and screenshots of on-chain holdings, but also to watch the actual redemption flow rate and the share of what can realistically escape. Put simply, as long as the redemption channel is open and the reserve assets themselves haven’t rotted at the root, the rest comes down to when panic spreads to retail investors. I don’t know if this logic is right. Anyway, no matter how fancy the data tools are, what ultimately decides life or death is the depth of the liquidity pool and everyone’s herd mentality.

For now, that’s it. If I get the chance, I’ll map the collateralization ratios of a few major stablecoins along a timeline.