Lately I've been messing around with address profiling, labels/clustering/funding flows, and the more I look at it, the more I feel it’s like sticking sticky notes on people: it can help you quickly locate them, but it’s dangerous to use it as an ID card. Especially with things like "funding flow to certain big accounts/institutions," which often are just similar paths; behind them could be custodians, routing, or even the same set of bots running, so no matter how neatly you cluster, you might still be clustering incorrectly.

In the group these days, people are again talking about stablecoin regulation, reserve audits, and various "de-pegging" essays. Honestly, when emotions run high, everyone loves to latch onto a label as an anchor point. But I prefer to see it as a warning signal: when triggered, go check the on-chain real inflows and outflows, liquidity pool depth, cross-chain bridge traffic, don’t just look at a screenshot and start speculating. (I’ve also been scared enough to refresh the dashboard several times.) For now, tools are just tools; don’t outsource your confidence to labels.