Blog
Technical posts on detection methodology + public retros on completed airdrops.
Posts are scheduled to drop together with the first hosted public-good deployment. Drafts are in /content/blog in the repo.
Real users transact at irregular, human-paced intervals. Sybil farms running shell scripts produce inter-tx gaps with characteristically low variance and high lag-1 autocorrelation. Here's why.
Public retro-analysis of the Linea airdrop filter results. Aggregate-only. We agree with Linea on 478K addresses, disagree on 39K, and identified 45K candidates their filter missed.
Why training on Trusta's labels is a trap
Coming soonEvery public Sybil list is itself an output of a detector. If you train on those, you inherit their false positives. We use a tiered confidence system to avoid this.
Designing the appeals protocol
Coming soonAfter LayerZero published their Sybil list, thousands of users complained. We built the appeal flow into the product from day one — here's the spec.