Recently I’ve been looking at those address portraits for “tags/clusters/funding flows” again. To put it plainly, they can be used as references, but don’t treat them like a verdict. The same set of tags often conflicts across different data sources—some label CEX hot wallets as “whales,” while others treat market-making sub-accounts as “smart money.” Just looking at it makes me feel like I’m getting OCD.

Personally, I first watch the rhythm on the perpetuals side. For example, just now I spotted an address like 0x3a…9f that withdrew more than 2k ETH from a certain exchange, and then opened a reverse position on a perp 10 minutes later. Open interest rose by a stretch, but the fees didn’t keep up. This kind of signal—“funds moved, but sentiment didn’t”—is more reliable than a simple “whale entered.”

As for social mining and the whole “fan-token” setup—the idea that “attention is mining”—it sounds pretty good, but in practice it’s more like feeding noise into the tagging system: a bunch of addresses swapping back and forth to boost interactions, which can then ultimately be clustered into “high-activity community funds”… In any case, whenever I look at these portrait conclusions now, I always discount them by about 70%, and at most use them to decide whether I should take another closer look at the order book.