You all love to tell me "You can tell who owns this address just by looking at the label," and honestly, it gives me a headache... Address profiling, to put it plainly, can only serve as a reference, not an ID card. When clustering algorithms group "the same fund flow" as "the same person," it might turn out to be a CEX hot wallet, a multi-signature wallet, or even just a transfer between each other, and in the end, you get excited over a "smart money" label.

Recently, there’s been a bunch of AI agents and automated trading hype, acting like autonomous driving. As on-chain interactions increase, address behaviors become more like noise: scripts batching transactions, multiple authorizations, funds washing back and forth. Anyway, when I look at so-called fund flows now, I first check contract permissions, authorization scopes, unlocking and collection paths. If I can’t explain it clearly, I take it with a grain of salt; otherwise, I just listen to the story.