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Glass Box Design

Transparent enforcement — glass box vs black box, with open-source logic layers and multi-signer verification.

AI Enforcement Without the Black Box

🎱 COMPAS-Style Black Box

❌Logic: Proprietary, trade-secret protected
❌Data: State arrest records (biased, unaudited)
❌Override: None—judge defers to "algorithm"
❌Accountability: "The computer said so"
❌Result: Eric Loomis, no recourse

// Code: Not Available
// Methodology: Confidential
// Accountability: NULL

🔍 Just Development Glass Box

✅Logic: Public if/then rules, community-editable
✅Data: Community-hired researchers + third-party audits
✅Override: Human board vote + community rep required
✅Accountability: Immutable audit trail on blockchain
✅Result: Loan frozen, community compensated

// Rule: IF vulnerable_group_gap_ratio < 0.8
// THEN freeze_loan_disbursement()
// AND release_performance_bond_to_community()