OneFineStarstuff.github.io

e97f9c49 - Remediate MAS FEAT and HKMA Ethics gaps in Omni-Sentinel

Remediate MAS FEAT and HKMA Ethics gaps in Omni-Sentinel - Implement ZK-Fairness proofs (Demographic Parity) in `next-app/lib/ai/fairness.ts`. - Implement ASA Interpretability Layer using Contextual Attribution Envelopes (CAE) in `next-app/lib/ai/interpretability.ts`. - Integrate fairness and interpretability controls into `Orchestrator` for depth-layer (MoE expert) responses. - Update Ethics Maturity score to Level 3 in `next-app/data/maturity.json`. - Add unit tests in `next-app/__tests__/governance_remediation.test.ts`. - Pass all governance validation checks and verify frontend dashboard updates. Co-authored-by: OneFineStarstuff <87420139+OneFineStarstuff@users.noreply.github.com>