# 4.6 Security Model

The security model is built around three concerns: preserving the integrity of knowledge, preventing unauthorized access, and ensuring truthful inference accounting. To achieve these goals, Gnosis Layer uses a combination of cryptographic proofs, multi-party evaluation, and economic deterrence. Integrity is anchored through commitments; access is protected through encryption and permissioning; and truthful reporting is incentivized through independent auditing and slashing mechanisms.

The system assumes adversaries may attempt to manipulate validation, forge usage events, or extract knowledge without attribution. By combining redundant validation, reputation weighting, and economically meaningful penalties, the protocol ensures that attacks are either economically irrational or cryptographically infeasible.


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