@mixturegj
Incorporating off-chain data—such as social graphs, reputation, or behavioral signals—improves sybil detection. Pure on-chain heuristics miss important context. For users, this raises privacy trade-offs but enhances fairness. For projects, hybrid models bridge blockchain transparency with social authenticity. Effective use of off-chain signals may define the next generation of detection systems.
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