Just got a notification on my phone again: a certain address "coincidentally" transferred the same amount to three new wallets, and the group immediately started conspiracy theories... I watched the blockchain for a while, and honestly, many coincidences happen because you haven't broken down the path.


Start by tracing the source of the same fund backward to see if it comes from the same pooling point;
then check if there are routing or cross-chain bridge transfers in the middle (some contract addresses look like passersby, but are actually automatic distributions);
finally, align the timestamps, and you'll often find it's just scripts executing in batches, or the same "gas fee saving" routing strategy being reused.

Recently, the staking and shared security setups have been criticized as "copy-paste," which I can understand. When the returns stack up, on-chain it looks more like magic: money circles around a few times, and spectators only see results that seem coincidental.
Anyway, I don’t get excited about such transfers now; first, explain each step clearly, or else I might scare myself.
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