Zero tolerance for generative hallucination in mathematical calculations. All credit metrics, probability distributions, and covenant ratios must be computed deterministically via jsonLogic v2.0 without LLM arithmetic estimation.
Article IIVERIFIED
Structural Neutrality & Anti-Bias
Mandatory disparate impact ratio (DIR) constraint ∈ [0.80, 1.25] ensuring non-discriminatory evaluation across middle-market SMEs versus S&P 500 mega-caps and balanced sector allocations without programmatic prejudice.
Article IIIVERIFIED
Adversarial Double-Blind Arbitration
Dual-engine consensus requirement between Model Alpha (Market Pricing) and Model Beta (Credit Risk Discriminator). Asymmetric divergence exceeding 25% requires mandatory orchestrator review and telemetry logging.
Article IVVERIFIED
Fiduciary Auditability & Cryptographic Provenance
Every entity underwriting decision and state transition must output a W3C PROV-O compliant provenance record with cryptographic execution nonces, agent attribution, and confidence scores strictly ≥ 0.85.
Article VVERIFIED
Human-in-the-Loop Override Governance
Automated swarm executions remain transparent to human fiduciaries. Telemetry channels, circuit breakers, and override protocols allow authorized risk officers to intercede on black swan liquidity shocks.