Lately I've been looking into address tagging/clustering stuff, and it feels like "putting sticky notes on people": convenient, but don't take it too seriously. Multi-signature, exchange hot wallets, cross-chain bridges, and even a bunch of automation scripts all mixed together, and in the end they're just categorized as "smart money/institutions/whales," which basically might just be the same underlying infrastructure rotating. The flow of funds is the same; seeing large inflows and outflows can easily lead to story speculation, but often it's just changing paths, changing custodians, changing settlement methods—noise outweighs signals.

AI Agents have become even more lively recently; automated trading + on-chain interactions definitely increase the number of "seemingly busy" addresses. Some people use this to hype narratives, while others quietly scrutinize permissions, callbacks, authorization scopes, and other security details... My current approach is: treat tags as clues, clustering as hypotheses, and when I really need to make a judgment, I go check interaction contracts and transaction patterns—don't just stare at those few colorful categories. As for which profiles are reliable and which are just self-hype, you probably have your own list of pitfalls too.