The Responsible AI Audit™ Brief
Weekly Insights Powered by Responsible AI Literacy = AI Skills + Human Skills™
Right Math. Wrong Premise.
Right Math. Wrong Premise. By: Josephine Yam, J.D., LLM., MA Phil (AI Ethics)March 17, 2026. Read in browser. Welcome to The Responsible AI Audit™ Brief.Skills4Good AI’s weekly 3-minute audit of AI use in professional practice. This Week’s Audit David Okafor, CPA, had three years of audited financials and a deadline. His client was acquiring a four-dentist practice in Toronto. David needed to determine its value based on projected earnings in the coming years. He provided the AI with the...
The Shortlist Nobody Questioned
The Shortlist Nobody Questioned By: Josephine Yam, J.D., LLM., MA Phil (AI Ethics)March 10, 2026. Read in browser. Welcome to The Responsible AI Audit™ Brief.Skills4Good AI’s weekly 3-minute audit of AI use in professional practice. This Week’s Audit Marcus Webb, executive director of a mid-sized health policy association, needed to fill a Director of Government Relations role. Fifty-two applications arrived over three weeks. He used the association’s AI hiring platform to generate a ranked...
You Caused It. You Didn't Know. You're Still Liable.
You Caused It. You Didn't Know. You're Still Liable. By: Josephine Yam, J.D., LLM., MA Phil (AI Ethics)March 3, 2026. Read in browser. Welcome to The Responsible AI Audit™ Brief.Skills4Good AI’s weekly 3-minute audit of AI use in professional practice. This Week’s Audit Dr. Sarah Chen, a family physician at a group practice, used her clinic’s AI documentation assistant to draft a referral letter. Her patient, Marcus Torres, needed a cardiology consultation for shortness of breath on exertion...
The Citation Nobody Could Find
The Citation Nobody Could Find By: Josephine Yam, J.D., LLM., MA Phil (AI Ethics)February 24, 2026. Read in browser. Welcome to The Responsible AI Audit™ Brief.Skills4Good AI’s weekly 3-minute audit of AI use in professional practice. This Week’s Audit Daniel, a senior associate at a midsize firm, used AI to draft a client memo on a breach-of-contract matter. The memo cited four recent appellate decisions supporting the client’s position. The analysis was clear. The writing was polished. The...
Introducing The Responsible AI Audit™ Brief
Introducing The Responsible AI Audit™ Brief By: Josephine Yam, J.D., LLM., MA Phil (AI Ethics)February 18, 2026. Read in browser. Most professionals using AI today have basic AI awareness. Fewer have a structured way to verify what AI produces before relying on it. Our AI Academy members are building a strong foundation in Responsible AI Literacy. They understand privacy, bias, transparency, and human oversight. That foundation matters. Every professional should begin by understanding what...
The Responsible AI Literacy Gap: 5-Question Assessment for Your Board
The Responsible AI Literacy Gap: 5-Question Assessment for Your Board Skills4Good AI: Master AI 4 Good By: Josephine Yam, J.D., LLM., MA Phil (AI Ethics)October 28, 2025. Read in browser. Welcome to Master AI 4 Good — your newsletter that builds Responsible AI Literacy so you become a Responsible AI Leader. At the Institute of Corporate Directors NL Chapter webinar, "Bridging the GenAI Governance Risk Gap," I presented a practical framework for responsible AI governance. The most pressing...