Generative AI Ethics & Governance for Leaders
By Freddie Seba. © 2025 Freddie Seba. Also on Substack & Linkedin
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Stories from These Few Days
Last week, a security researcher cracked McDonald’s AI hiring chatbot with the password “Password123456.” It was a master class in how speed can trample safety. Days later, the American Federation of Teachers unveiled a National AI Academy—backed by Microsoft, OpenAI, and Anthropic—to put ethics and policy at the heart of teacher training.
These two headlines bookend a recurring leadership dilemma: Are we building systems people can truly trust, or are we rolling the dice and calling it innovation?
Signals I’m Watching
- Small, purpose-driven teams win – GovTech profiles a lean higher-ed pilot where a tight scope and ethical clarity consistently outperform bureaucratic sprawl. https://www.govtech.com/education/higher-ed/academic-technologist-ai-calls-for-small-teams-experimentation
- Europe’s voluntary AI Pact – Tech Policy Press shows uneven sign-ups, proving that trust needs teeth, not just promises. https://www.techpolicy.press/global-digital-policy-roundup-july-2024/
- OpenAI on GPT‑4o “sycophancy” – Even state‑of‑the‑art models mirror user bias. https://openai.com/index/sycophancy-in-gpt-4o/
- McDonald’s chatbot breach – Ethics and governance are critical to infrastructure, not a side quest or afterthought. https://news.yahoo.com/hackers-used-simple-password-access-020141561.html
- Agentic systems = next platform shift – NFX maps the five stages of the AI agent revolution. https://www.nfx.com/post/ai-agent-revolution
- ICF & AFT create their AI playbooks – Professional bodies aren’t waiting for regulators or policy clarity. https://coachingfederation.org/resource/icf-artificial-intelligence-ai-coaching-framework-and-standards/ | https://www.aft.org/press-release/aft-launch-national-academy-ai-instruction-microsoft-openai-anthropic-and-united
How These Signals Map to the Seba Framework
- Communication Alignment – Headlines either reinforce or erode trust in the mission.
- Leadership AI Literacy – You can’t outsource understanding to AI vendors.
- Ethics & Governance – Guardrails are the product and core competitive advantage.
- Human Oversight – Agentic systems raise the stakes and should keep humans in the loop.
- Transparency & Explainability – Opacity is a significant challenge to GenAI’s convenience today. Yet, it can become a major issue for leaders in the future if not mitigated.
Actionable Insights
For C‑suite & Boards:
- Consider low-stakes, controlled micro‑pilots that ship quickly and embed ethics and governance from the get-go.
- Demand proof, beyond fancy vendor presentation slides, of how your potential vendor handles privacy, bias, and governance.
For Teams:
- Red-team your core algorithms to expose any hidden bias and improve accuracy.
- Document ethical and governance decisions methodically; future regulations and your board of directors will reward them in times of crisis.
Readers Feedback
As you have noticed, this week’s issue has more news. Does this panoramic scan help, or would you prefer fewer stories with deeper dives? Drop a comment or DM—your feedback shapes next week’s brief. If you find value, like, Share, and follow, so other leaders can build trustworthy and human-centered GenAI.
Gratitude
To the communities that have advanced and supported my GenAI ethics and governance research and journey, especially the University of San Francisco, Stanford HAI, Coalition for Health AI, AMIA, AAC&U, AAAI, and a global network of practitioner-scholars—thank you!
About Freddie Seba
Doctor (EdD candidate) in Organizational Leadership (USF) • MBA Yale • MIPS Stanford • Former higher‑ed faculty, global exec, and serial entrepreneur. I translate GenAI’s technical and policy complexity into actionable strategies for universities, healthcare systems, and financial institutions. More at https://FreddieSeba.com.
Drafted and refined with generative AI tools. All frameworks and conclusions reflect my perspective.
© 2025 Freddie Seba. Quote with attribution. Contact for syndication.