Verification and Trust Mechanisms

Verification in Legion is conceived as a progressive escalation of trust layers:

• Phase 1 (Current): AI-Driven Embryo

  • Adversarial AI filters contributions.

  • Confidence scores ensure resilience against noise and synthetic data.

• Phase 2 (Planned): Distributed Validators

  • Human contributors with high reputational scores review ambiguous signals.

  • A proof-of-reputation consensus ensures epistemic robustness without centralization.

• Phase 3 (Horizon): Quantum-Enhanced Verification

  • Quantum computation accelerates pattern discovery in high-dimensional data spaces.

  • Enables intractable cryptographic verification and simulation at scales inaccessible to classical architectures.