While watching gas today, I traced a piece of fund flow as a side task. I followed the trail and checked a few address label clusters, and found an address tagged as an “institutional wallet.” Its on-chain interactions are all just garbage-coin wash trading, and the gas costs looked like they were just for show. So how much can you really trust address profiling? Anyway, I don’t really dare to believe it all—sometimes on-chain data is even more “hollow” than people’s personas.

Recently, I’ve been seeing a lot of discussions about social mining. The idea of mining attention sounds pretty cool, but it feels like it’s been warped a bit. With fan tokens, the hype is basically still driven by a flow-first logic. On-chain behavior is heavily disconnected from social relationships, and it’s also easy to fake data. If you really want to do address profiling seriously, you need to blend together fund flows, interaction frequency, and gas-spend habits—looking at just one or two labels is way too easy to get things wrong.

Anyway, I’m still slowly exploring. No matter how pretty the data looks, don’t forget that every step on-chain is real money. Don’t blindly trust those profiles—tracing a few transactions yourself might be more reliable.