Lately I've been looking at address profiling stuff again, tags, clustering—once you slap them on, it's easy to fill in a whole story in your mind, but honestly, I trust only the chain of evidence more and more: the same set of authorization traces, contract call paths, small details in transfer notes—if I can match a few of those, I dare to think a little further. Relying solely on tags like "similar to an institution / similar to a pump-and-dump / similar to market making" can make you emotional for an entire day if you get it wrong once.

Especially now with testnet incentives and points expectations heating up, everyone’s guessing whether the mainnet will issue tokens, and the chain is even more chaotic: a bunch of new wallets feeding gas to each other, batch authorizations then revocations—clustering looks very "unified," but it might just be the same script running. I’m used to holding myself back first: tags are clues, not conclusions; fund flows are traces, not personas. I don’t need to be understood; anyway, I’d rather be slow than make judgments based on imagination. That’s all for now.