Lately, I've been a bit obsessed with address profiling, but I also don't fully trust it. Labels and clustering are essentially just "looks like" categorizations—more wallets, more funds, and today’s whale could be tomorrow’s team’s sub-accounts, or even transfers between their own hands, which can skew the tools. Recently, some people have also complained that the on-chain data tool's labeling system is lagging and easy to mislead, so I now mainly treat it as a reference layer, not a conclusion. If I really want to analyze, I at least compare the paths, interaction targets, and time points, and check whether Gas anomalies are abnormal… Anyway, I’d rather be a bit slower than be led astray by a “smart label.”

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