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This competitive structure guarantees that competition translates directly into collective progress:
  • Convergence to Optimality: The strict PPA+F scoring mechanism, paired with the mandatory improvement rule, guarantees that design submissions are continuously driven toward Pareto-optimal solutions—the ideal balance of performance, area, and power for the specified function.
  • Integrity Enforcement: Validator integrity is protected through the Bittensor network’s inherent Slashing Mechanisms and a system of Reputation and Stake, which rewards accurate scoring and financially penalizes non-compliance. Sybil resistance is maintained through the significant computational cost required to execute the required EDA toolchains for functional verification.