Security

Reputation systems must be resilient to manipulation, Sybil attacks, and automated abuse.Because reputation directly influences access, opportunities, and visibility within the ecosystem, the integrity of the reputation infrastructure is critical. ForU implements a multi-layer security model designed to protect the reputation system from manipulation while maintaining openness and accessibility. The security framework combines:

• behavioral signal validation

• temporal reputation tracking

• AI-assisted authenticity detection

• reputation slashing mechanisms

Together these mechanisms ensure that reputation signals reflect genuine participation rather than artificial activity.

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