Ai-Projects

Practical AI Red Team Implementation Tips for Safer, More Resilient AI Systems

Playbook for Building an AI Red Team Three months after deploying a customer-facing language model, a financial services firm I advise discovered that a determined user could …

Practical AI Compliance Implementation

Tips for an AI Legal Compliance Audit Program I. AI Governance and Oversight Every AI compliance audit starts here. Without governance structure, every other audit area produces …

How to Explain AI Risk Models So Regulators Actually Trust Them

How to Explain AI Risk Models to Regulators, Auditors, and Decision Makers Most compliance teams ask for explainability too late. They approve or pilot a high-performing AI risk …

Building vs Buying Decisions for AI Systems

How to Choose the Right Path Without Regretting It Later Most AI teams ask the building vs buying question too late. They already have a preferred answer. Engineering wants to …

AI Risk Modeling Beyond “Is AI Accurate?”

How to Quantify AI Exposure, Controls, and Business Loss Most AI risk assessments answer one question: “Is the model accurate?” Then they stop. That question captures roughly 15% …