#代币空投与分配 Lighter's recent operation really caught my eye! The anti-cheat algorithm identifies witch accounts and redistributes the points from speculators back to genuine qualified traders — this is what a decentralized ecosystem should look like.

Honestly, many project airdrop distributions are easily exploited, with numerous witch accounts mixing among real users to share the rewards, resulting in genuine participants' earnings being diluted. Lighter uses data science and clustering methods to oversee this process. Although the algorithm details are kept confidential (which is a clever move to prevent targeted optimizations), more importantly, they have established an appeal mechanism — demonstrating respect for users and fairness in the system.

And I especially appreciate one point: they explicitly state they do not implement dual token/equity structures, with all value ultimately accumulated in the token layer. This helps build a truly token-centric incentive system, deeply linking ecosystem value and user benefits. This is the direction Web3 should pursue — transparency, fairness, and value focus.

If you've participated in Lighter's trading, check your points account. If you feel there is any unfairness, an appeal form is available on Discord. Ecosystem building starts with every voice.