Artificial Intelligence
Facial Recognition Bias: Why Accuracy Depends on Your Face
Few findings in AI have been as stark — or as consequential — as this one: commercial facial recognition systems that identify light-skinned men…
Topic
AI Ethics & Governance
25 guides
Artificial Intelligence
Bias in Machine Learning: How It Creeps In and What Stops It
Machine learning models don’t wake up prejudiced. They learn — and what they learn is whatever patterns live in their training data. I’ve spent…
Artificial Intelligence
Amazon AI Recruiting Bias: What Happened and What It Taught Us
In 2018, reporters revealed that Amazon had built an AI tool to screen job applicants — and then scrapped it after discovering it was…
Artificial Intelligence
AI System Cards: What They Document Beyond the Model
A model card tells you about the engine. But nobody drives an engine — they drive a car, with brakes, seatbelts, a dashboard, and…
Artificial Intelligence
AI Policy: What It Is and How Organizations Write One
A few years ago I watched a company discover — the hard way — that it had no AI policy. An employee pasted a…
Artificial Intelligence
AI Incident Reporting: What Counts and How to Do It
A chatbot once told a customer how to commit insurance fraud. The company found out from a tweet, not from any internal channel —…
Artificial Intelligence
AI Governance Tools: Software That Makes Oversight Practical
I have watched governance programs die in spreadsheets. A well-meaning team builds an AI inventory in Excel, tracks model versions in a shared doc,…
Artificial Intelligence
AI Governance Framework: The Main Models Explained
When I tell a company they need “AI governance,” the first question is always the same: “Which framework should we use?” It is a…
Artificial Intelligence
AI Fairness: What It Means and How Teams Measure It
“Make the AI fair.” It sounds simple. It’s one of the hardest problems in technology — not because engineers are lazy, but because fairness…
Artificial Intelligence
AI Compliance: What It Means and How Companies Actually Do It
I first ran into AI compliance the way most people do: not as a philosophy, but as a form. A client asked me to…