[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]  Rayhan Koly.base.eth [@rayhankoly46](/creator/twitter/rayhankoly46) on x 3153 followers Created: 2025-07-26 10:03:15 UTC Hey Luis I had a question about Sybil resistance and filtering fake referrals. So platforms like zkSync or Arbitrum can use tools like Nansen for on-chain analysis. But since Warden is not its own L1 blockchain, how do you plan to detect fake users or bots during campaigns like Pump Games? Is it handled through off-chain heuristics or something intent-level? XX engagements  **Related Topics** [blockchain](/topic/blockchain) [onchain](/topic/onchain) [luis](/topic/luis) [zksync](/topic/zksync) [coins zk](/topic/coins-zk) [coins layer 2](/topic/coins-layer-2) [Post Link](https://x.com/rayhankoly46/status/1949047858994552916)
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
Rayhan Koly.base.eth @rayhankoly46 on x 3153 followers
Created: 2025-07-26 10:03:15 UTC
Hey Luis I had a question about Sybil resistance and filtering fake referrals. So platforms like zkSync or Arbitrum can use tools like Nansen for on-chain analysis. But since Warden is not its own L1 blockchain, how do you plan to detect fake users or bots during campaigns like Pump Games? Is it handled through off-chain heuristics or something intent-level?
XX engagements
Related Topics blockchain onchain luis zksync coins zk coins layer 2
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