#DeFi生态发展 Last night, I watched the Twitter Space response from Lighter founder Vlad. The three-day countdown to token issuance, the witch hunt cleanup, and the details of the tokenomics will be announced soon—a series of information with substantial content. The most noteworthy points are:

**Regarding Witch Identification**, the team spent several weeks developing clustering detection and data science models. The number of appeals was surprisingly low, indicating either that misjudgments are indeed rare or that the community has a consensus on this logic. This detail is crucial—early airdrop projects are most vulnerable to fairness issues, and Lighter’s focus on this aspect is the right approach.

**The Universal Collateral Margin Route** is another key point. Starting with USDC and gradually expanding to ETH, BTC, and native tokens, the risk model will be adjusted step by step. This process won't be instantaneous, but the direction is clear. This has significant guiding implications for future follow-on strategies—subsequently, it may be necessary to reassess liquidation risks and ADL frequency under different collateral types.

**The business model part is particularly impressive**. After fees started in October, revenue exceeded expectations, and institutions welcomed the tiered fee structure. This proves that the subsidy period of the zero-fee model has fulfilled its mission. The token will be the only mechanism for value accumulation; investors, early users, and the team are all on the same boat. This alignment is much clearer than many projects.

From a follow-on perspective, the movements in the three days before TGE are worth close observation. If the final conversion rate of points meets expectations, this incentive system itself is a good screening criterion—able to identify builders with genuine strategic vision.