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Phase 5 — Deployment Governance & Fairness Oversight

Phase 5 Sunday Series — Deployment Governance & Fairness Oversight


Security Architecture for AI Systems

Security Architecture for AI Systems

SS19 - Threat Models, Isolation, and Why Your Model Is More Dangerous Than Your Database

Mar 2, 2026

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15 min read

Fairness Metrics and Bias Ratios in Finance

Fairness Metrics and Bias Ratios in Finance

SS18 - Why 95% Accuracy Can Be Discriminatory and How to Measure Fair Lending

Feb 23, 2026

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15 min read

How Risk Committees Interpret AI Outputs

How Risk Committees Interpret AI Outputs

SS17 - Translating Model Performance Into Decisions That Get Approved

Feb 16, 2026

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20 min read

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Exploring how AI is governed and operated in financial institutions.
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