Advanced AI & Markets
AI Model Risk in Finance: Hallucinations, Drift and Human Controls
Evaluate AI risk management finance through primary evidence, a worked calculation and the assumptions that can break the thesis.
AI research learning path
AI Risk, Governance and Regulation
Assess AI model risk, policy, governance, systemic exposure and decision controls using explicit scenarios, ownership and authoritative sources.
18 source-backed guides. Start with the broader frameworks, then follow the related research paths.
Advanced AI & Markets
AI Bubble Indicators: Valuation, CapEx and Earnings Signals
A practical workflow for AI bubble, connecting dated sources and unit economics to valuation, portfolio and risk decisions.
Advanced AI & Markets
AI Concentration Risk in the S&P 500
A source-checked framework for AI concentration risk, with the evidence, calculations and failure modes an investor should examine.
Advanced AI & Markets
AI Hallucinations in Finance: Why Confident Answers Can Be Wrong
A source-checked framework for AI hallucinations finance, with the evidence, calculations and failure modes an investor should examine.
Advanced AI & Markets
Sovereign AI Explained: National Compute Spending and Market Effects
A practical workflow for sovereign AI, connecting dated sources and unit economics to valuation, portfolio and risk decisions.
Advanced AI & Markets
AI-Washing in Earnings Calls: How to Test Management Claims
Evaluate AI washing through primary evidence, a worked calculation and the assumptions that can break the thesis.
Advanced AI & Markets
AI Bull, Base and Bear Cases: A Scenario Framework for Investors
A source-checked framework for AI bull bear case, with the evidence, calculations and failure modes an investor should examine.
Advanced AI & Markets
What Could Break the AI Trade? Demand, Supply, Power and Regulation
Evaluate AI investment risks through primary evidence, a worked calculation and the assumptions that can break the thesis.
Advanced AI & Markets
AI Chip Export Controls: Market and Supply-Chain Effects
An investor’s research guide to AI chip export controls: what to measure, how to verify it and where confident conclusions can fail.
Advanced AI & Markets
Taiwan Risk and the AI Semiconductor Supply Chain
A practical workflow for taiwan AI semiconductor risk, connecting dated sources and unit economics to valuation, portfolio and risk decisions.
Advanced AI & Markets
AI Regulation for Investors: Model Rules, Disclosure and Liability
Evaluate AI regulation investors through primary evidence, a worked calculation and the assumptions that can break the thesis.
Advanced AI & Markets
Model Drift in Trading and Risk Systems
A source-checked framework for model drift trading, with the evidence, calculations and failure modes an investor should examine.
Advanced AI & Markets
Explainable AI in Finance: Uses, Limits and Trade-Offs
Evaluate explainable AI finance through primary evidence, a worked calculation and the assumptions that can break the thesis.
Advanced AI & Markets
Human-in-the-Loop AI for Investment Decisions
An investor’s research guide to human in the loop finance: what to measure, how to verify it and where confident conclusions can fail.
Advanced AI & Markets
AI Model Governance in Asset Management
A practical workflow for AI model governance asset management, connecting dated sources and unit economics to valuation, portfolio and risk decisions.
Advanced AI & Markets
AI Herding and Systemic Risk in Markets
A source-checked framework for AI herding systemic risk, with the evidence, calculations and failure modes an investor should examine.
AI Financial Data Applications
AI for Credit Analysis: Default Risk, Documents and Bias
A source-checked framework for AI credit analysis, with the evidence, calculations and failure modes an investor should examine.
Advanced AI & Markets
AI Fraud Detection: Signals, False Positives and Adversarial Risk
Evaluate AI fraud detection markets through primary evidence, a worked calculation and the assumptions that can break the thesis.