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Code Review Request: MAS FEAT and HKMA Ethics Remediation

Changes

  1. MAS FEAT Compliance:
    • Created next-app/lib/ai/fairness.ts to calculate Demographic Parity metrics.
    • Updated next-app/lib/ai/orchestrator.ts to integrate fairness checks for depth-layer (MoE expert) responses.
  2. HKMA Ethics Compliance:
    • Created next-app/lib/ai/interpretability.ts to generate Contextual Attribution Envelopes (CAE).
    • Integrated CAE generation into the Orchestrator.
  3. Maturity Uplift:
    • Updated next-app/data/maturity.json to include 'Ethics & Fairness Compliance' with a score of 3.
  4. Verification:
    • Created vitest unit tests in next-app/__tests__/governance_remediation.test.ts.
    • Verified that all governance checks pass using tools/run_gsifi_governance_checks.py.

Please review the implementation and provide feedback.