#空投活动与分配 Seeing Lighter's anti-cheating efforts truly reassures me. This indicates that the project team is beginning to take the fairness of airdrops seriously.

Witch accounts have always been a "tumor" in airdrops—a few people exploiting small accounts in bulk, which dilutes the incentives for genuine traders. Lighter uses data science and clustering methods to identify these accounts, which is a practical solution. More importantly, they have set up an appeal mechanism, reflecting respect for users—if you are mistakenly flagged, you have a way to appeal and correct it.

One point I particularly agree with is what Vladimir said about the goal—allowing value to accumulate in the token, rather than in equity. This means the project team truly aims to establish a long-term value distribution system through token design, rather than playing the double-token game of nested layers. This approach is a good signal for the entire Web3 ecosystem.

Of course, I understand that the specific algorithm is not public, but I also advise users to stay alert. If your account is marked as a witch, be sure to actively appeal and submit real transaction data and behavioral records. Fair airdrop distribution can attract more high-quality users, which is a win-win for the project's long-term development.