Lately, I’ve gotten a bit too engrossed in address profiling/tag clustering, but I’m also a little wary of trusting it completely. To put it plainly, it’s more like the “popular routes” section in a “travel guide”: it can help you roughly judge where this pile of money is coming from and what it likes to head toward, but if you really want to say “this address is definitely a specific institution / a certain type of person,” I still end up with a big question mark. A lot of the time, the same person splits into multiple layers of wallets and loops around across several chains, and the tags start doing self-entertainment.

During this airdrop season, it’s even more obvious. The task platforms are getting more and more fine-grained with their anti-sybil (anti-witch) measures, and the points system basically forces the “hair-ripping” crowd to become like people clocking in for work… On-chain fund flows look like a bunch of people squeezing toward the same door, but if you actually click into each address, the composition is messy and complex. What’s more, I’ve run into it myself too: when I look up an address, it keeps refreshing/retrying, and the page even tells you to queue—by the time you finally get in, the funds have already moved several hops over.

So my approach now is: treat tags as clues, not conclusions; look at the path and take a few more hops, then line up with the timeline while you’re at it—don’t let the “smart money” label set your pace. After all, the thing the chain is least short of is misdirection; what it’s missing is patience.