These days I've been looking at address profiling again—tags, clustering, fund flows all seem pretty similar, but honestly, it's just a more advanced version of "guessing people"... Sometimes a string of addresses is grouped into one category, maybe because they use the same script in a scam group, and you think you're dealing with smart money, but in reality, you're just working with a bunch of classmates doing homework together.

Right now, I focus on: first analyzing wallet behavior patterns (when they deposit or withdraw, whether they often split transactions), then looking at which contracts they interact with. Tags are just hints, not conclusions. I used to follow a "on-chain expert," watching his transfers every day made me itchy to act, but I later found out he also gets lost sometimes. Once I chased into a trap and got stuck, I was so angry I unfollowed him... After calming down for a few days, I added him back, but honestly, my mindset is pretty childish.

By the way, hardware wallets are almost out of stock, phishing links are rampant again, and everyone's suddenly very security-conscious. But I think this wave is more like "being educated." Now, whenever I see airdrop DMs, I automatically assume it's a scam—better to miss out than to have to catch up on lessons.