Resources
Curated resources, tools, and projects
Reference lists I maintain on AI risk management, governance, and responsible AI in finance, and the tools and projects I have built.
Curated lists
Curated list
AI Risk Management in Finance
The primary sources worth knowing, read through a finance lens: supervisory guidance across jurisdictions, international standards, industry frameworks, model risk management, tooling, and research. Nearly 300 entries, kept current.
Also on GitHub as awesome-ai-risk-finance, where it is kept the most up to date.
MAS AIRG to MindForge Crosswalk
The MAS AI Risk Management Guidelines mapped to the MAS Project MindForge Operationalisation Handbook, clause by clause, with the original passages behind every mapping.
Tools & projects
AI Use-Case Explorer
An interactive explorer that breaks an AI use case into its chain of tasks: the data it needs, the kind of AI it uses, how much it decides, and what to watch. Over 300 use cases across 37 industries, each with its own writeup.
GOT - The AI Governance Tool
Generates tailored AI governance reports with applicable standards, controls, and implementation guidance based on your specific AI use case.
Job AQ
An assessment that measures how ready individuals and teams are to work with AI.
Agentic MRM
A demo showing how the concepts in the agentic AI model risk management paper by Lukasz, Agus, Tanveer, and me work in practice.
Check out sample projects and apps on GitHub.
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