AI Ethics & Governance for Leaders, Boards & Trustees

GenAI Ethics & Governance for Leaders by Freddie Seba. What’s new (in simple terms): Hospitals are wiring AI into day-to-day care, pharma is building “AI factories,” and researchers are testing whether models can reason about language—and even notice their own “thinking.” Markets are hot, but concentration risk is a genuine concern. The job for leaders:…

By Freddie Seba | GenAI Ethics & Governance for Leaders For those shaping the present and future — not just experts — building a fair, productive society together. A small milestone — Issue #40 Forty issues in, it feels right to pause and celebrate a small victory. The consistency to show up. The curiosity to…

Together, we’re shaping a more ethical, inclusive, and globally informed future for AI in health. I’m privileged to be among the speakers and moderators, joining the Panel on Outer Setting (Regulation, Market Dynamics, and Equity) — exploring how external forces shape responsible and inclusive AI adoption across healthcare systems worldwide. Deep gratitude to Felix and…

By Freddie Seba | GenAI Ethics & Governance for Leaders A note to readers I’m sharing reflections and working notes from my doctoral research and real-world practice in Generative AI ethics and governance—human-centered guidance and discernment for leaders across higher education, healthcare, financial services, and beyond. If you’re deciding how AI touches people, policy, and…

This newsletter is for those shaping the present and future — not just experts — building a fair, productive society together across higher education, healthcare, finance, and beyond—anyone deciding how AI touches people, policy, and performance. We’re still scaling inexpensive, capable AI faster than we’re building guardrails. The result: misuse risk is compounding in the…

By Freddie Seba | GenAI Ethics & Governance for Leaders We are scaling cheap, capable AI faster than we are building guardrails. The result: real-world misuse risks are compounding while policies and safety features sprint to catch up. This week’s signals 1) The threat surface just went biological. A new Science-covered study shows AI-designed toxic…

GenAI Ethics & Governance for Leaders By Freddie Seba • Also on Substack and LinkedIn. © 2025 Freddie Seba. This issue marks a pivot from leaderboard wins to verifiable obligations. Stanford HAI’s guide turns splashy claims into testable requirements, while UNGA’s new AI Scientific Panel and the EU’s draft serious‑incident template sketch shared guardrails; multicenter…

GenAI Ethics & Governance for Leaders By Freddie Seba — Also on Substack and Linked Reflection Predictive health just took a leap from “promising” to “policy-relevant.” Delphi-2M demonstrates cross-border generalization at the population scale, while an ECG-based perioperative model recalibrates surgical-risk baselines. Both raise the same leadership task: build lifecycle assurance and communication duties before…

GenAI Ethics and Governance for Leaders By Freddie Seba Also published on Substack and LinkedIn Note: All links & citations are at the end of this issue. This Week’s Executive Synthesis (60 seconds) A note to readers: As in recent issues—and in my doctoral dissertation workflow—I map each story to Global & Policy, Institutional &…

GenAI Ethics & Governance for Leaders By Freddie Seba Also published on Substack and freddieseba.com Note: full citations and links are in the first comment. Reflections Capability is outrunning oversight in pockets, and the gaps are specific. In education, students want GenAI guidance, critical engagement, not punishment. In healthcare, a new colonoscopy study suggests that…